import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import pandas as pd
from datetime import datetime
from matplotlib.dates import date2num
#Geocoding
import geopy
from geopy.geocoders import Nominatim
from geopy.extra.rate_limiter import RateLimiter
import tqdm
from tqdm.notebook import tqdm_notebook
#import geopandas as gpd
#from shapely.geometry import Point,Polygon
#import plotly.graph_objects as go
#import plotly.express as px
#import plotly_express as px
#import squarify
#%matplotlib inline
#Geocoding reversal
#import geopy
#from geopy.geocoders import Nominatim
#from geopy.extra.rate_limiter import RateLimiter
#import tqdm
#from tqdm.notebook import tqdm_notebook
#Import all hospital hub data <- which have been used as vaccination centres
hub=pd.read_csv ('Hospital hubs CSV.csv',delimiter=',')
hub.head()
| Trust or Site Name | Address | Postcode | Region | |
|---|---|---|---|---|
| 0 | Airedale Hospital NHS FT | Airedale Hospital NHS FT, Skipton Road, Keighl... | BD20 6TD | North East and Yorkshire |
| 1 | Alder Hey Childrens NHS Foundation Trust | Pharmacy Dept, Eaton Road, Liverpool | L14 5AB | North West |
| 2 | Amersham Hospital | Whielden Street, Amersham, Buckinghamshire | HP7 0JD | South East |
| 3 | Ashford & St Peters Hospital NHS Foundation Trust | Guildford Road, Chertsey, Surrey | KT16 0PZ | South East |
| 4 | Avon and Wiltshire Mental Health Partnership N... | Bath NHS House | BA1 3QE | South West |
hub["Full Address"] = hub["Address"]+","+hub["Postcode"]
hub.head()
| Trust or Site Name | Address | Postcode | Region | Full Address | |
|---|---|---|---|---|---|
| 0 | Airedale Hospital NHS FT | Airedale Hospital NHS FT, Skipton Road, Keighl... | BD20 6TD | North East and Yorkshire | Airedale Hospital NHS FT, Skipton Road, Keighl... |
| 1 | Alder Hey Childrens NHS Foundation Trust | Pharmacy Dept, Eaton Road, Liverpool | L14 5AB | North West | Pharmacy Dept, Eaton Road, Liverpool,L14 5AB |
| 2 | Amersham Hospital | Whielden Street, Amersham, Buckinghamshire | HP7 0JD | South East | Whielden Street, Amersham, Buckinghamshire,HP7... |
| 3 | Ashford & St Peters Hospital NHS Foundation Trust | Guildford Road, Chertsey, Surrey | KT16 0PZ | South East | Guildford Road, Chertsey, Surrey,KT16 0PZ |
| 4 | Avon and Wiltshire Mental Health Partnership N... | Bath NHS House | BA1 3QE | South West | Bath NHS House ,BA1 3QE |
pd.isnull(hub).sum()
Trust or Site Name 0 Address 0 Postcode 0 Region 0 Full Address 0 dtype: int64
Move on to other CSV files doing the same...
phama=pd.read_csv('Pharmacies CSV.csv',delimiter=',')
vacc=pd.read_csv('Vaccination centres CSV.csv',delimiter=',')
gpled=pd.read_csv('GP-led vaccination services.csv',delimiter=',')
phama.head()
| Site Name | Address Line 1 | Address Line 2 | Address Line 3 | City | Postcode | Region | |
|---|---|---|---|---|---|---|---|
| 0 | A R Pharmacy | 3 Hazel Farm Road | Southampton | NaN | Hampshire | SO40 8WU | South East |
| 1 | ABC Drug Store - Downton | 5 High Street | Downton | NaN | Salisbury | SP5 3PG | South West |
| 2 | Ace Pharmacy | 1 Ace Parade | Hook Road | Chessington | Surrey | KT9 1DR | London |
| 3 | Acklam Road Pharmacy | 89 Acklam Road | Middlesbrough | NaN | Cleveland | TS5 5HR | North East and Yorkshire |
| 4 | Acorn Pharmacy - Coventry | Unit 2 | Remembrance Road | Coventry | West Midlands | CV3 3DP | Midlands |
pd.isnull(phama).sum()
Site Name 0 Address Line 1 0 Address Line 2 129 Address Line 3 381 City 0 Postcode 0 Region 0 dtype: int64
As line 2 & 3 have a number of ommission we will not include these in our joining
phama["Full Address"] = phama["Address Line 1"]+","+ phama["City"]+","+ phama["Postcode"]
phama.head()
| Site Name | Address Line 1 | Address Line 2 | Address Line 3 | City | Postcode | Region | Full Address | |
|---|---|---|---|---|---|---|---|---|
| 0 | A R Pharmacy | 3 Hazel Farm Road | Southampton | NaN | Hampshire | SO40 8WU | South East | 3 Hazel Farm Road,Hampshire,SO40 8WU |
| 1 | ABC Drug Store - Downton | 5 High Street | Downton | NaN | Salisbury | SP5 3PG | South West | 5 High Street,Salisbury,SP5 3PG |
| 2 | Ace Pharmacy | 1 Ace Parade | Hook Road | Chessington | Surrey | KT9 1DR | London | 1 Ace Parade,Surrey,KT9 1DR |
| 3 | Acklam Road Pharmacy | 89 Acklam Road | Middlesbrough | NaN | Cleveland | TS5 5HR | North East and Yorkshire | 89 Acklam Road,Cleveland,TS5 5HR |
| 4 | Acorn Pharmacy - Coventry | Unit 2 | Remembrance Road | Coventry | West Midlands | CV3 3DP | Midlands | Unit 2,West Midlands,CV3 3DP |
Excellent same with the next two...
vacc.head()
| Site name | Address | Postcode | Region | |
|---|---|---|---|---|
| 0 | AFC Wimbledon | Plough Lane, London | SW17 0BL | London |
| 1 | Airedale NHSFT | Skipton Rd, Steeton, Keighley | BD20 6TD | North East and Yorkshire |
| 2 | Alastair Farquhason Centre | Thurrock Hospital, Long Lane | RM16 2PX | East of England |
| 3 | Alban Arena, Civic Centre | St Alban's | AL1 3LD | East of England |
| 4 | Alderley Park Conference Centre | Congleton Road | SK10 4TG | North West |
pd.isnull(vacc).sum()
Site name 0 Address 0 Postcode 0 Region 0 dtype: int64
vacc["Full Address"] = vacc["Address"]+","+ vacc["Region"]+","+ vacc["Postcode"]
vacc.head()
| Site name | Address | Postcode | Region | Full Address | |
|---|---|---|---|---|---|
| 0 | AFC Wimbledon | Plough Lane, London | SW17 0BL | London | Plough Lane, London,London,SW17 0BL |
| 1 | Airedale NHSFT | Skipton Rd, Steeton, Keighley | BD20 6TD | North East and Yorkshire | Skipton Rd, Steeton, Keighley,North East and Y... |
| 2 | Alastair Farquhason Centre | Thurrock Hospital, Long Lane | RM16 2PX | East of England | Thurrock Hospital, Long Lane,East of England,R... |
| 3 | Alban Arena, Civic Centre | St Alban's | AL1 3LD | East of England | St Alban's,East of England,AL1 3LD |
| 4 | Alderley Park Conference Centre | Congleton Road | SK10 4TG | North West | Congleton Road,North West,SK10 4TG |
excellent last one which is GP led vaccination centres
gpled.head()
| Site name | Address Line 1 | Address Line 2 | Address Line 3 | City | Postcode | Region | |
|---|---|---|---|---|---|---|---|
| 0 | 1st East Putney Scout Hut | 42 Oxford Road | Putney | NaN | London | SW15 2LQ | London |
| 1 | Abbey Surgery, Tavistock | 28 Plymouth Road | NaN | NaN | Tavistock | PL19 8BU | South West |
| 2 | Abbeygate Shopping Centre (Unit 6) | Unit 6 | Abbeygate Shopping Centre | Newdegate Street | Nuneaton | CV11 5AG | Midlands |
| 3 | Acorn Group Practice | 29-35 Holly Road | NaN | NaN | Twickenham | TW1 4EA | London |
| 4 | Acorn Primary Health Care Centre | Acorn Primary Care Centre | 421 Blackburn Road | NaN | Accrington | BB5 1RT | North West |
pd.isnull(gpled).sum()
Site name 0 Address Line 1 0 Address Line 2 465 Address Line 3 917 City 0 Postcode 0 Region 0 dtype: int64
We will omit Line 2 & 3 of addresses
gpled["Full Address"] = gpled["Address Line 1"]+","+ gpled["City"]+","+ gpled["Postcode"]
gpled.head()
| Site name | Address Line 1 | Address Line 2 | Address Line 3 | City | Postcode | Region | Full Address | |
|---|---|---|---|---|---|---|---|---|
| 0 | 1st East Putney Scout Hut | 42 Oxford Road | Putney | NaN | London | SW15 2LQ | London | 42 Oxford Road,London,SW15 2LQ |
| 1 | Abbey Surgery, Tavistock | 28 Plymouth Road | NaN | NaN | Tavistock | PL19 8BU | South West | 28 Plymouth Road,Tavistock,PL19 8BU |
| 2 | Abbeygate Shopping Centre (Unit 6) | Unit 6 | Abbeygate Shopping Centre | Newdegate Street | Nuneaton | CV11 5AG | Midlands | Unit 6,Nuneaton,CV11 5AG |
| 3 | Acorn Group Practice | 29-35 Holly Road | NaN | NaN | Twickenham | TW1 4EA | London | 29-35 Holly Road,Twickenham,TW1 4EA |
| 4 | Acorn Primary Health Care Centre | Acorn Primary Care Centre | 421 Blackburn Road | NaN | Accrington | BB5 1RT | North West | Acorn Primary Care Centre,Accrington,BB5 1RT |
excellent all adresses are clean have have been merged
pip install geopandas
Requirement already satisfied: geopandas in /opt/anaconda3/lib/python3.8/site-packages (0.8.1) Requirement already satisfied: pyproj>=2.2.0 in /opt/anaconda3/lib/python3.8/site-packages (from geopandas) (2.6.1.post1) Requirement already satisfied: fiona in /opt/anaconda3/lib/python3.8/site-packages (from geopandas) (1.8.17) Requirement already satisfied: pandas>=0.23.0 in /opt/anaconda3/lib/python3.8/site-packages (from geopandas) (1.0.5) Requirement already satisfied: shapely in /opt/anaconda3/lib/python3.8/site-packages (from geopandas) (1.7.1) Requirement already satisfied: click<8,>=4.0 in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (7.1.2) Requirement already satisfied: munch in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (2.5.0) Requirement already satisfied: six>=1.7 in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (1.15.0) Requirement already satisfied: click-plugins>=1.0 in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (1.1.1) Requirement already satisfied: cligj>=0.5 in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (0.7.0) Requirement already satisfied: attrs>=17 in /opt/anaconda3/lib/python3.8/site-packages (from fiona->geopandas) (19.3.0) Requirement already satisfied: pytz>=2017.2 in /opt/anaconda3/lib/python3.8/site-packages (from pandas>=0.23.0->geopandas) (2020.1) Requirement already satisfied: python-dateutil>=2.6.1 in /opt/anaconda3/lib/python3.8/site-packages (from pandas>=0.23.0->geopandas) (2.8.1) Requirement already satisfied: numpy>=1.13.3 in /opt/anaconda3/lib/python3.8/site-packages (from pandas>=0.23.0->geopandas) (1.19.5) Note: you may need to restart the kernel to use updated packages.
pip install geopy
Requirement already satisfied: geopy in /opt/anaconda3/lib/python3.8/site-packages (2.0.0) Requirement already satisfied: geographiclib<2,>=1.49 in /opt/anaconda3/lib/python3.8/site-packages (from geopy) (1.50) Note: you may need to restart the kernel to use updated packages.
from geopy.extra.rate_limiter import RateLimiter
#Example
#\\
locator = Nominatim(user_agent='myGeocoder') #, timeout=10)
location = locator.geocode("Champ de Mars, Paris, France")
print("Latitude = {}, Longitude = {}".format(location.latitude, location.longitude))
Latitude = 48.85614465, Longitude = 2.297820393322227
print(hub.head())
Trust or Site Name \
0 Airedale Hospital NHS FT
1 Alder Hey Childrens NHS Foundation Trust
2 Amersham Hospital
3 Ashford & St Peters Hospital NHS Foundation Trust
4 Avon and Wiltshire Mental Health Partnership N...
Address Postcode \
0 Airedale Hospital NHS FT, Skipton Road, Keighl... BD20 6TD
1 Pharmacy Dept, Eaton Road, Liverpool L14 5AB
2 Whielden Street, Amersham, Buckinghamshire HP7 0JD
3 Guildford Road, Chertsey, Surrey KT16 0PZ
4 Bath NHS House BA1 3QE
Region Full Address
0 North East and Yorkshire Airedale Hospital NHS FT, Skipton Road, Keighl...
1 North West Pharmacy Dept, Eaton Road, Liverpool,L14 5AB
2 South East Whielden Street, Amersham, Buckinghamshire,HP7...
3 South East Guildford Road, Chertsey, Surrey,KT16 0PZ
4 South West Bath NHS House ,BA1 3QE
from geopy.extra.rate_limiter import RateLimiter
# 1 - conveneint function to delay between geocoding calls
geocode = RateLimiter(locator.geocode, min_delay_seconds=1)
# 2- - create location column
hub['location'] = hub['Postcode'].apply(geocode)
# 3 - create longitude, laatitude and altitude from location column (returns tuple)
hub['point'] = hub['location'].apply(lambda loc: tuple(loc.point) if loc else None)
# 4 - split point column into latitude, longitude and altitude columns
hub[['latitude', 'longitude', 'altitude']] = pd.DataFrame(hub['point'].tolist(), index=hub.index)
hub[hub.latitude < 50]
#For some reason the geopy isn't picking this up as an address in England, rather it recognises this as india
| Trust or Site Name | Address | Postcode | Region | Full Address | location | point | latitude | longitude | altitude | |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Alder Hey Childrens NHS Foundation Trust | Pharmacy Dept, Eaton Road, Liverpool | L14 5AB | North West | Pharmacy Dept, Eaton Road, Liverpool,L14 5AB | (5, L14, Sector 25, Gurgaon, Gurugram, Haryana... | (28.483276127272728, 77.07614453636363, 0.0) | 28.483276 | 77.076145 | 0.0 |
#Therefore we drop this row for no
hub = hub.drop(labels=1, axis=0)
hub
| Trust or Site Name | Address | Postcode | Region | Full Address | location | point | latitude | longitude | altitude | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Airedale Hospital NHS FT | Airedale Hospital NHS FT, Skipton Road, Keighl... | BD20 6TD | North East and Yorkshire | Airedale Hospital NHS FT, Skipton Road, Keighl... | (Steeton with Eastburn, Bradford, West Yorkshi... | (53.897612689098445, -1.9634139879557675, 0.0) | 53.897613 | -1.963414 | 0.0 |
| 2 | Amersham Hospital | Whielden Street, Amersham, Buckinghamshire | HP7 0JD | South East | Whielden Street, Amersham, Buckinghamshire,HP7... | (Amersham, Buckinghamshire, South East England... | (51.66300163455682, -0.6214295362942588, 0.0) | 51.663002 | -0.621430 | 0.0 |
| 3 | Ashford & St Peters Hospital NHS Foundation Trust | Guildford Road, Chertsey, Surrey | KT16 0PZ | South East | Guildford Road, Chertsey, Surrey,KT16 0PZ | (Runnymede, Surrey, South East England, Englan... | (51.3766453, -0.5262388, 0.0) | 51.376645 | -0.526239 | 0.0 |
| 4 | Avon and Wiltshire Mental Health Partnership N... | Bath NHS House | BA1 3QE | South West | Bath NHS House ,BA1 3QE | (Bath, Bath and North East Somerset, South Wes... | (51.38860441289833, -2.392312659388968, 0.0) | 51.388604 | -2.392313 | 0.0 |
| 5 | Barking Havering & Redbridge University Hospit... | Queen's Hospital, Rom Valley Way, Romford | RM7 0AG | London | Queen's Hospital, Rom Valley Way, Romford,RM7... | (London Borough of Havering, London, Greater L... | (51.568646558994075, 0.17903059905350371, 0.0) | 51.568647 | 0.179031 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 272 | Yeovil District Hospital NHS Foundation Trust | Yeovil District Hospital, The Pharmacy, Higher... | BA21 4AT | South West | Yeovil District Hospital, The Pharmacy, Higher... | (Yeovil, South Somerset, Somerset, South West ... | (50.94470923637622, -2.6345084470314575, 0.0) | 50.944709 | -2.634508 | 0.0 |
| 273 | York Teaching Hospital NHS Foundation Trust | York Hospital, Wigginton Road, York | YO31 8HE | North East and Yorkshire | York Hospital, Wigginton Road, York,YO31 8HE | (York, Yorkshire and the Humber, England, YO31... | (53.970396676156035, -1.0839215281670556, 0.0) | 53.970397 | -1.083922 | 0.0 |
| 274 | Yorkshire Ambulance Service | Beverley Ambulance Station, Beverley | HU17 7LP | North East and Yorkshire | Beverley Ambulance Station, Beverley,HU17 7LP | (Molescroft, East Riding of Yorkshire, Yorkshi... | (53.85393147497531, -0.45065349352685247, 0.0) | 53.853931 | -0.450653 | 0.0 |
| 275 | Yorkshire Ambulance Service | 7-8 Ignite, Magna Way, Rotherham | S60 1FD | North East and Yorkshire | 7-8 Ignite, Magna Way, Rotherham,S60 1FD | (Rotherham, Yorkshire and the Humber, England,... | (53.41982551567061, -1.3801971245303406, 0.0) | 53.419826 | -1.380197 | 0.0 |
| 276 | Yorkshire Ambulance Service | Brindley Way, Wakefield | WF2 0XQ | North East and Yorkshire | Brindley Way, Wakefield,WF2 0XQ | (Wakefield, West Yorkshire, Yorkshire and the ... | (53.70851071861597, -1.5178194560041716, 0.0) | 53.708511 | -1.517819 | 0.0 |
276 rows × 10 columns
phama.head()
| Site Name | Address Line 1 | Address Line 2 | Address Line 3 | City | Postcode | Region | Full Address | |
|---|---|---|---|---|---|---|---|---|
| 0 | A R Pharmacy | 3 Hazel Farm Road | Southampton | NaN | Hampshire | SO40 8WU | South East | 3 Hazel Farm Road,Hampshire,SO40 8WU |
| 1 | ABC Drug Store - Downton | 5 High Street | Downton | NaN | Salisbury | SP5 3PG | South West | 5 High Street,Salisbury,SP5 3PG |
| 2 | Ace Pharmacy | 1 Ace Parade | Hook Road | Chessington | Surrey | KT9 1DR | London | 1 Ace Parade,Surrey,KT9 1DR |
| 3 | Acklam Road Pharmacy | 89 Acklam Road | Middlesbrough | NaN | Cleveland | TS5 5HR | North East and Yorkshire | 89 Acklam Road,Cleveland,TS5 5HR |
| 4 | Acorn Pharmacy - Coventry | Unit 2 | Remembrance Road | Coventry | West Midlands | CV3 3DP | Midlands | Unit 2,West Midlands,CV3 3DP |
# 1 - conveneint function to delay between geocoding calls
geocode = RateLimiter(locator.geocode, min_delay_seconds=1)
# 2- - create location column
phama['location'] = phama['Postcode'].apply(geocode)
# 3 - create longitude, laatitude and altitude from location column (returns tuple)
phama['point'] = phama['location'].apply(lambda loc: tuple(loc.point) if loc else None)
# 4 - split point column into latitude, longitude and altitude columns
phama[['latitude', 'longitude', 'altitude']] = pd.DataFrame(phama['point'].tolist(), index=phama.index)
phama[phama.latitude < 50]
#For some reason the geopy isn't picking this up as an address in England, rather it recognises this as Canada
| Site Name | Address Line 1 | Address Line 2 | Address Line 3 | City | Postcode | Region | Full Address | location | point | latitude | longitude | altitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 416 | St Faith's Church (Allied Pharmacy - Sharief H... | Crosby Road North | Waterloo | NaN | Liverpool | L23 4RE | North West | Crosby Road North,Liverpool,L23 4RE | (4RE, Rural Resource Lands, Juan de Fuca Elect... | (48.6105236, -123.7209304, 0.0) | 48.610524 | -123.72093 | 0.0 |
#Therefore we drop this row for no
phama = phama.drop(labels=416, axis=0)
phama.head()
| Site Name | Address Line 1 | Address Line 2 | Address Line 3 | City | Postcode | Region | Full Address | location | point | latitude | longitude | altitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | A R Pharmacy | 3 Hazel Farm Road | Southampton | NaN | Hampshire | SO40 8WU | South East | 3 Hazel Farm Road,Hampshire,SO40 8WU | (Totton and Eling, Hounsdown, New Forest, Hamp... | (50.91674773068958, -1.513632990390119, 0.0) | 50.916748 | -1.513633 | 0.0 |
| 1 | ABC Drug Store - Downton | 5 High Street | Downton | NaN | Salisbury | SP5 3PG | South West | 5 High Street,Salisbury,SP5 3PG | (Downton, Wiltshire, South West England, Engla... | (50.99279486075532, -1.7429618249121608, 0.0) | 50.992795 | -1.742962 | 0.0 |
| 2 | Ace Pharmacy | 1 Ace Parade | Hook Road | Chessington | Surrey | KT9 1DR | London | 1 Ace Parade,Surrey,KT9 1DR | (Royal Borough of Kingston upon Thames, London... | (51.374605139328445, -0.3037706746693913, 0.0) | 51.374605 | -0.303771 | 0.0 |
| 3 | Acklam Road Pharmacy | 89 Acklam Road | Middlesbrough | NaN | Cleveland | TS5 5HR | North East and Yorkshire | 89 Acklam Road,Cleveland,TS5 5HR | (Middlesbrough, North East England, England, T... | (54.552891424033994, -1.262589684590729, 0.0) | 54.552891 | -1.262590 | 0.0 |
| 4 | Acorn Pharmacy - Coventry | Unit 2 | Remembrance Road | Coventry | West Midlands | CV3 3DP | Midlands | Unit 2,West Midlands,CV3 3DP | (Coventry, West Midlands Combined Authority, W... | (52.38878053057214, -1.46398900110034, 0.0) | 52.388781 | -1.463989 | 0.0 |
vacc=vacc[vacc['location'].notna()]
vacc.head()
| Site name | Address | Postcode | Region | location | point | |
|---|---|---|---|---|---|---|
| 1 | Airedale NHSFT | Skipton Rd, Steeton, Keighley | BD20 6TD | North East and Yorkshire | (Steeton with Eastburn, Bradford, West Yorkshi... | (53.897612689098445, -1.9634139879557675, 0.0) |
| 2 | Alastair Farquhason Centre | Thurrock Hospital, Long Lane | RM16 2PX | East of England | (Stifford Clays, Grays, Thurrock, East of Engl... | (51.49637525195817, 0.3361966361709417, 0.0) |
| 3 | Alban Arena, Civic Centre | St Alban's | AL1 3LD | East of England | (St Albans, Hertfordshire, East of England, En... | (51.75289586853697, -0.33637452716616767, 0.0) |
| 5 | Angel Centre | Angel Lane, Tonbridge | TN9 1SF | South East | (Tonbridge and Malling, Kent, South East Engla... | (51.19232227662753, 0.275018291814024, 0.0) |
| 6 | Artrix Centre | Bromsgrove | B60 1GN | Midlands | (B60 1GN, (52.33970632049695, -2.0505193577091... | (52.33970632049695, -2.0505193577091454, 0.0) |
vacc
| Site name | Address | Postcode | Region | location | point | |
|---|---|---|---|---|---|---|
| 1 | Airedale NHSFT | Skipton Rd, Steeton, Keighley | BD20 6TD | North East and Yorkshire | (Steeton with Eastburn, Bradford, West Yorkshi... | (53.897612689098445, -1.9634139879557675, 0.0) |
| 2 | Alastair Farquhason Centre | Thurrock Hospital, Long Lane | RM16 2PX | East of England | (Stifford Clays, Grays, Thurrock, East of Engl... | (51.49637525195817, 0.3361966361709417, 0.0) |
| 3 | Alban Arena, Civic Centre | St Alban's | AL1 3LD | East of England | (St Albans, Hertfordshire, East of England, En... | (51.75289586853697, -0.33637452716616767, 0.0) |
| 5 | Angel Centre | Angel Lane, Tonbridge | TN9 1SF | South East | (Tonbridge and Malling, Kent, South East Engla... | (51.19232227662753, 0.275018291814024, 0.0) |
| 6 | Artrix Centre | Bromsgrove | B60 1GN | Midlands | (B60 1GN, (52.33970632049695, -2.0505193577091... | (52.33970632049695, -2.0505193577091454, 0.0) |
| ... | ... | ... | ... | ... | ... | ... |
| 159 | Westfield Stratford City - old Ikea and Dwell ... | Mountfitchet Road, Olympic Park, East London | E20 1EJ | London | (London Borough of Newham, London, Greater Lon... | (51.54326455, -0.007610775, 0.0) |
| 160 | Westgate Leisure Centre | Chichester, Sussex | PO19 1RJ | South East | (Chichester, West Sussex, South East England, ... | (50.83331843130831, -0.7869742411507583, 0.0) |
| 161 | Westminster Bridge Vaccination Centre | Westminster Bridge Rd, South Bank, London | SE1 7EH | London | (London Borough of Lambeth, London, Greater Lo... | (51.49847715465968, -0.11933862705876312, 0.0) |
| 162 | Westmorland Shopping Centre, (Units 26 - 29) | 50A Stramongate, Kendal, Cumbria | LA9 4BD | North West | (Kendal, South Lakeland, Cumbria, North West E... | (54.329378268882905, -2.743010883699587, 0.0) |
| 163 | WestPoint Centre Ltd | WestPoint Centre Ltd, Clyst St Mary, Exeter, D... | EX5 1DJ | South West | (Sowton, Clyst St Mary, East Devon, Devon, Sou... | (50.7125254, -3.4395785, 0.0) |
161 rows × 6 columns
# 1 - conveneint function to delay between geocoding calls
geocode = RateLimiter(locator.geocode, min_delay_seconds=1)
# 2- - create location column
vacc['location'] = vacc['Postcode'].apply(geocode)
# 3 - create longitude, laatitude and altitude from location column (returns tuple)
vacc['point'] = vacc['location'].apply(lambda loc: tuple(loc.point) if loc else None)
# 4 - split point column into latitude, longitude and altitude columns
vacc[['latitude', 'longitude', 'altitude']] = pd.DataFrame(vacc['point'].tolist(), index=vacc.index)
gpled
| Site name | Address Line 1 | Address Line 2 | Address Line 3 | City | Postcode | Region | |
|---|---|---|---|---|---|---|---|
| 0 | 1st East Putney Scout Hut | 42 Oxford Road | Putney | NaN | London | SW15 2LQ | London |
| 1 | Abbey Surgery, Tavistock | 28 Plymouth Road | NaN | NaN | Tavistock | PL19 8BU | South West |
| 2 | Abbeygate Shopping Centre (Unit 6) | Unit 6 | Abbeygate Shopping Centre | Newdegate Street | Nuneaton | CV11 5AG | Midlands |
| 3 | Acorn Group Practice | 29-35 Holly Road | NaN | NaN | Twickenham | TW1 4EA | London |
| 4 | Acorn Primary Health Care Centre | Acorn Primary Care Centre | 421 Blackburn Road | NaN | Accrington | BB5 1RT | North West |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 1022 | Yardley Green Medical Centre | 73-77 Yardley Green Road | Bordesley Green | NaN | Birmingham | B9 5PU | Midlands |
| 1023 | Yarnspinners PHCC | Carr Road | NaN | NaN | Nelson | BB9 7SR | North West |
| 1024 | Yeadon Health Centre | Yeadon Health Centre | 17 South View Road | Yeadon | Leeds | LS19 7PS | North East and Yorkshire |
| 1025 | York Medical Centre | St Johns Health Centre | Oak Lane | NaN | Twickenham | TW1 3PA | London |
| 1026 | Yorkshire Event Centre | Hall 2 | Great Yorkshire Showground | Railway Road | Harrogate | HG2 8NZ | North East and Yorkshire |
1027 rows × 7 columns
# 1 - conveneint function to delay between geocoding calls
geocode = RateLimiter(locator.geocode, min_delay_seconds=1)
# 2- - create location column
gpled['location'] = gpled['Postcode'].apply(geocode)
# 3 - create longitude, laatitude and altitude from location column (returns tuple)
gpled['point'] = gpled['location'].apply(lambda loc: tuple(loc.point) if loc else None)
# 4 - split point column into latitude, longitude and altitude columns
gpled[['latitude', 'longitude', 'altitude']] = pd.DataFrame(gpled['point'].tolist(), index=gpled.index)
gpled.head()
| Site name | Address Line 1 | Address Line 2 | Address Line 3 | City | Postcode | Region | location | point | latitude | longitude | altitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1st East Putney Scout Hut | 42 Oxford Road | Putney | NaN | London | SW15 2LQ | London | (London Borough of Wandsworth, London, Greater... | (51.460780579052276, -0.21270542584352234, 0.0) | 51.460781 | -0.212705 | 0.0 |
| 1 | Abbey Surgery, Tavistock | 28 Plymouth Road | NaN | NaN | Tavistock | PL19 8BU | South West | (Tavistock, West Devon, Devon, South West Engl... | (50.54690399007447, -4.1504013541747895, 0.0) | 50.546904 | -4.150401 | 0.0 |
| 2 | Abbeygate Shopping Centre (Unit 6) | Unit 6 | Abbeygate Shopping Centre | Newdegate Street | Nuneaton | CV11 5AG | Midlands | (Nuneaton and Bedworth, Warwickshire, West Mid... | (52.52433699885529, -1.4698250451461452, 0.0) | 52.524337 | -1.469825 | 0.0 |
| 3 | Acorn Group Practice | 29-35 Holly Road | NaN | NaN | Twickenham | TW1 4EA | London | (London Borough of Richmond upon Thames, Londo... | (51.44669975, -0.32905555000000003, 0.0) | 51.446700 | -0.329056 | 0.0 |
| 4 | Acorn Primary Health Care Centre | Acorn Primary Care Centre | 421 Blackburn Road | NaN | Accrington | BB5 1RT | North West | (Hyndburn, Lancashire, North West England, Eng... | (53.752328114873606, -2.3848743670097896, 0.0) | 53.752328 | -2.384874 | 0.0 |
gpled[gpled.latitude < 50]
| Site name | Address Line 1 | Address Line 2 | Address Line 3 | City | Postcode | Region | location | point | latitude | longitude | altitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 281 | Fairfield Halls | Park Lane | NaN | NaN | Croydon | CR9 1DG | London | (CR9, Le Grand Chemin, Ballon, Ballon-Saint Ma... | (48.1586933, 0.2295468, 0.0) | 48.158693 | 0.229547 | 0.0 |
| 392 | Isles of Scilly Health Centre (deliver to main... | The Health Centre | St Marys | NaN | St. Mary's | TR21 0HE | South West | (St Mary's, Isles of Scilly, South West Englan... | (49.911611156390464, -6.30860233490855, 0.0) | 49.911611 | -6.308602 | 0.0 |
#Therefore we drop this row for no
gpled = gpled.drop(labels=281, axis=0)
gpled
| Site name | Address Line 1 | Address Line 2 | Address Line 3 | City | Postcode | Region | location | point | latitude | longitude | altitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1st East Putney Scout Hut | 42 Oxford Road | Putney | NaN | London | SW15 2LQ | London | (London Borough of Wandsworth, London, Greater... | (51.460780579052276, -0.21270542584352234, 0.0) | 51.460781 | -0.212705 | 0.0 |
| 1 | Abbey Surgery, Tavistock | 28 Plymouth Road | NaN | NaN | Tavistock | PL19 8BU | South West | (Tavistock, West Devon, Devon, South West Engl... | (50.54690399007447, -4.1504013541747895, 0.0) | 50.546904 | -4.150401 | 0.0 |
| 2 | Abbeygate Shopping Centre (Unit 6) | Unit 6 | Abbeygate Shopping Centre | Newdegate Street | Nuneaton | CV11 5AG | Midlands | (Nuneaton and Bedworth, Warwickshire, West Mid... | (52.52433699885529, -1.4698250451461452, 0.0) | 52.524337 | -1.469825 | 0.0 |
| 3 | Acorn Group Practice | 29-35 Holly Road | NaN | NaN | Twickenham | TW1 4EA | London | (London Borough of Richmond upon Thames, Londo... | (51.44669975, -0.32905555000000003, 0.0) | 51.446700 | -0.329056 | 0.0 |
| 4 | Acorn Primary Health Care Centre | Acorn Primary Care Centre | 421 Blackburn Road | NaN | Accrington | BB5 1RT | North West | (Hyndburn, Lancashire, North West England, Eng... | (53.752328114873606, -2.3848743670097896, 0.0) | 53.752328 | -2.384874 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1022 | Yardley Green Medical Centre | 73-77 Yardley Green Road | Bordesley Green | NaN | Birmingham | B9 5PU | Midlands | (Birmingham, West Midlands Combined Authority,... | (52.47575940818664, -1.8395582249482674, 0.0) | 52.475759 | -1.839558 | 0.0 |
| 1023 | Yarnspinners PHCC | Carr Road | NaN | NaN | Nelson | BB9 7SR | North West | (Nelson, Pendle, Lancashire, North West Englan... | (53.838042477244635, -2.218850349727503, 0.0) | 53.838042 | -2.218850 | 0.0 |
| 1024 | Yeadon Health Centre | Yeadon Health Centre | 17 South View Road | Yeadon | Leeds | LS19 7PS | North East and Yorkshire | (Leeds, West Yorkshire, Yorkshire and the Humb... | (53.865736548403866, -1.683170443384146, 0.0) | 53.865737 | -1.683170 | 0.0 |
| 1025 | York Medical Centre | St Johns Health Centre | Oak Lane | NaN | Twickenham | TW1 3PA | London | (London Borough of Richmond upon Thames, Londo... | (51.44936900119361, -0.32569747032800556, 0.0) | 51.449369 | -0.325697 | 0.0 |
| 1026 | Yorkshire Event Centre | Hall 2 | Great Yorkshire Showground | Railway Road | Harrogate | HG2 8NZ | North East and Yorkshire | (Harrogate, North Yorkshire, Yorkshire and the... | (53.98299787577521, -1.500172596193383, 0.0) | 53.982998 | -1.500173 | 0.0 |
1026 rows × 12 columns
gpled.to_csv(index=False)
'Site name,Address Line 1,Address Line 2,Address Line 3,City,Postcode,Region,location,point,latitude,longitude,altitude\n1st East Putney Scout Hut,42 Oxford Road,Putney,,London,SW15 2LQ,London,"London Borough of Wandsworth, London, Greater London, England, SW15 2LQ, United Kingdom","(51.460780579052276, -0.21270542584352234, 0.0)",51.460780579052276,-0.21270542584352234,0.0\n"Abbey Surgery, Tavistock",28 Plymouth Road,,,Tavistock,PL19 8BU,South West,"Tavistock, West Devon, Devon, South West England, England, PL19 8BU, United Kingdom","(50.54690399007447, -4.1504013541747895, 0.0)",50.54690399007447,-4.1504013541747895,0.0\nAbbeygate Shopping Centre (Unit 6),Unit 6,Abbeygate Shopping Centre,Newdegate Street,Nuneaton,CV11 5AG,Midlands,"Nuneaton and Bedworth, Warwickshire, West Midlands, England, CV11 5AG, United Kingdom","(52.52433699885529, -1.4698250451461452, 0.0)",52.52433699885529,-1.4698250451461452,0.0\nAcorn Group Practice,29-35 Holly Road,,,Twickenham,TW1 4EA,London,"London Borough of Richmond upon Thames, London, Greater London, England, TW1 4EA, United Kingdom","(51.44669975, -0.32905555000000003, 0.0)",51.44669975,-0.32905555000000003,0.0\nAcorn Primary Health Care Centre,Acorn Primary Care Centre,421 Blackburn Road,,Accrington,BB5 1RT,North West,"Hyndburn, Lancashire, North West England, England, BB5 1RT, United Kingdom","(53.752328114873606, -2.3848743670097896, 0.0)",53.752328114873606,-2.3848743670097896,0.0\nAdams Park,Hillbottom Road,Sands Industrial Estate,,High Wycombe,HP12 4HJ,South East,HP12 4HJ,"(51.63056016559442, -0.8002049907135435, 0.0)",51.63056016559442,-0.8002049907135435,0.0\nAdelaide Health Centre,Western Community Hospital,William Macleod Way,Millbrook,Southampton,SO16 4XE,South East,"Millbrook, Wimpson, Southampton, South East England, England, SO16 4XE, United Kingdom","(50.92491545866425, -1.4469896711126826, 0.0)",50.92491545866425,-1.4469896711126826,0.0\nAdwick Leisure Centre,Welfare Road,Woodlands,,Doncaster,DN6 7QF,North East and Yorkshire,"Doncaster, Yorkshire and the Humber, England, DN6 7QF, United Kingdom","(53.56367773520576, -1.1867400625048405, 0.0)",53.56367773520576,-1.1867400625048405,0.0\nAFC Totton,Salisbury Road,Totton,,Southampton,SO40 2RW,South East,"Netley Marsh, New Forest, Hampshire, South East England, England, SO40 2RW, United Kingdom","(50.936503730637554, -1.5141362724701397, 0.0)",50.936503730637554,-1.5141362724701397,0.0\nAinsdale HWB Centre,Ainsdale Ctr For Health & Wellbeing,164 Sandbrook Road,Ainsdale,Southport,PR8 3RN,North West,"Sefton, North West England, England, PR8 3RN, United Kingdom","(53.593168240508476, -3.037432635245334, 0.0)",53.593168240508476,-3.037432635245334,0.0\nAintree Community Centre,Oriel Drive,Aintree,,Liverpool,L10 6NJ,North West,"Aintree Village, Sefton, North West England, England, L10 6NJ, United Kingdom","(53.485463235023815, -2.9364059678205083, 0.0)",53.485463235023815,-2.9364059678205083,0.0\nAlconbury Practice,School Lane,Alconbury,,Huntingdon,PE28 4EQ,East of England,"Alconbury, Huntingdonshire, Cambridgeshire, East of England, England, PE28 4EQ, United Kingdom","(52.37167750083855, -0.2568288624014199, 0.0)",52.37167750083855,-0.2568288624014199,0.0\nAlderwood Medical Practice,Longford Road,,,Cannock,WS11 1QN,Midlands,"Cannock Chase, Staffordshire, West Midlands, England, WS11 1QN, United Kingdom","(52.683673167889694, -2.0404443126308545, 0.0)",52.683673167889694,-2.0404443126308545,0.0\nAlf Marshall Centre,North Point Shopping Centre,87 Goodhart Road,Bransholme,Hull,HU7 4EE,North East and Yorkshire,"North Point Shopping Centre, Bransholme, Hull, Kingston upon Hull, Yorkshire and the Humber, England, HU7 4EE, United Kingdom","(53.78651370552554, -0.3216845752561395, 0.0)",53.78651370552554,-0.3216845752561395,0.0\nAlfred Barrow Health Centre,Duke Street,,,Barrow-In-Furness,LA14 2LB,North West,"Barrow-in-Furness, Cumbria, North West England, England, LA14 2LB, United Kingdom","(54.11023006668474, -3.2249137883259054, 0.0)",54.11023006668474,-3.2249137883259054,0.0\nAlfred Bean Hospital,Bridlington Road,,,Driffield,YO25 5JR,North East and Yorkshire,"Driffield, East Riding of Yorkshire, Yorkshire and the Humber, England, YO25 5JR, United Kingdom","(54.012191032966335, -0.42323915211780094, 0.0)",54.012191032966335,-0.42323915211780094,0.0\nAlfred Squire Road HC,Alfred Squire Road,,,Wolverhampton,WV11 1XU,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV11 1XU, United Kingdom","(52.599400875121894, -2.080760731990955, 0.0)",52.599400875121894,-2.080760731990955,0.0\nAll Saints Medical Centre,2A Vicarage Road,Kings Heath,,Birmingham,B14 7RA,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B14 7RA, United Kingdom","(52.43204902935586, -1.8954132376277966, 0.0)",52.43204902935586,-1.8954132376277966,0.0\nAllum Hall,2 Allum Lane,Elstree,,Borehamwood,WD6 3PJ,East of England,"Elstree and Borehamwood, Borehamwood, Hertsmere, Hertfordshire, East of England, England, WD6 3PJ, United Kingdom","(51.653409841470854, -0.28184669432946186, 0.0)",51.653409841470854,-0.28184669432946186,0.0\nAlnwick Cricket Club,Weavers Way,,,Alnwick,NE66 1BL,North East and Yorkshire,"Alnwick, Northumberland, North East England, England, NE66 1BL, United Kingdom","(55.40353723401292, -1.7018040357104738, 0.0)",55.40353723401292,-1.7018040357104738,0.0\nAltrincham Health & Wellbeing Hub,31- 33 Market Street,,,Altrincham,WA14 1RZ,North West,"Trafford, Greater Manchester, North West England, England, WA14 1RZ, United Kingdom","(53.38671976076494, -2.352158024437702, 0.0)",53.38671976076494,-2.352158024437702,0.0\nAlwoodley Medical Centre,Saxon Mount,Moortown,,Leeds,LS17 5DT,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS17 5DT, United Kingdom","(53.84796720012773, -1.5516689443472003, 0.0)",53.84796720012773,-1.5516689443472003,0.0\nAmherst Medical Practice,21 St Boltolph’s Road,,,Sevenoaks,TN13 3AQ,South East,"Sevenoaks, Kent, South East England, England, TN13 3AQ, United Kingdom","(51.2772731, 0.1867285, 0.0)",51.2772731,0.1867285,0.0\nAmmonite Health Partnership,West Allington,,,Bridport,DT6 5BN,South West,"Bridport, Dorset, South West England, England, DT6 5BN, United Kingdom","(50.734243276733075, -2.7680360063930047, 0.0)",50.734243276733075,-2.7680360063930047,0.0\nAngmering Community Centre,Foxwood Avenue,Angmering,,Littlehampton,BN16 4FU,South East,"Angmering, Arun, West Sussex, South East England, England, BN16 4FU, United Kingdom","(50.82482998607209, -0.4811339013054359, 0.0)",50.82482998607209,-0.4811339013054359,0.0\nAnston Medical Centre,Anston Medical Centre,Quarry Lane,North Anston,Sheffield,S25 4DB,North East and Yorkshire,"North and South Anston, Rotherham, Yorkshire and the Humber, England, S25 4DB, United Kingdom","(53.35684474517939, -1.2218895576456874, 0.0)",53.35684474517939,-1.2218895576456874,0.0\nApollo Buckingham Health Sciences Campus Ltd,Library Building,Crewe Campus,Crewe Green Road,Crewe,CW1 5DU,North West,"Crewe, Cheshire East, North West England, England, CW1 5DU, United Kingdom","(53.092871557569275, -2.424087221083316, 0.0)",53.092871557569275,-2.424087221083316,0.0\nApollo Court Medical Centre,45 High Street,Dodworth,,Barnsley,S75 3RF,North East and Yorkshire,"Dodworth, Barnsley, Yorkshire and the Humber, England, S75 3RF, United Kingdom","(53.54243475686803, -1.525191984043481, 0.0)",53.54243475686803,-1.525191984043481,0.0\nApplemore Health Centre,Claypits Lane,Dibden,,Southampton,SO45 5TN,South East,"Hythe and Dibden, New Forest, Hampshire, South East England, England, SO45 5TN, United Kingdom","(50.8681883, -1.4205439, 0.0)",50.8681883,-1.4205439,0.0\nArchers Practice,Newtown Road,,,Eastleigh,SO50 9AG,South East,"Eastleigh, Hampshire, South East England, England, SO50 9AG, United Kingdom","(50.97095619785304, -1.3531796758368948, 0.0)",50.97095619785304,-1.3531796758368948,0.0\nArtesian Building,138 Grange Road,,,London,SE1 3GF,London,"London Borough of Southwark, London, Greater London, England, SE1 3GF, United Kingdom","(51.4939782009274, -0.07478474729498043, 0.0)",51.4939782009274,-0.07478474729498043,0.0\nAshfield Health Village,Portland Street,Kirkby-In-Ashfield,,Nottingham,NG17 7AE,Midlands,"Kirkby-in-Ashfield, Ashfield, Nottinghamshire, East Midlands, England, NG17 7AE, United Kingdom","(53.10176001244672, -1.248741276843842, 0.0)",53.10176001244672,-1.248741276843842,0.0\nAshington Cricket Club,Langwell Crescent,,,Ashington,NE63 8AB,North East and Yorkshire,"Ashington, Northumberland, North East England, England, NE63 8AB, United Kingdom","(55.182913397074024, -1.5755286930352452, 0.0)",55.182913397074024,-1.5755286930352452,0.0\nAsplands Medical Centre,Asplands Close,Woburn Sands,,Milton Keynes,MK17 8QP,East of England,"Woburn Sands, Milton Keynes, South East England, England, MK17 8QP, United Kingdom","(52.01264827925196, -0.6497991120161047, 0.0)",52.01264827925196,-0.6497991120161047,0.0\nAttenborough Surgery,Bushey Health Centre,London Road,,Bushey,WD23 2NN,East of England,"Hertsmere, Hertfordshire, East of England, England, WD23 2NN, United Kingdom","(51.6454468, -0.3741038, 0.0)",51.6454468,-0.3741038,0.0\nAuckland Medical Group,The Old Fire House,Watling Road,,Bishop Auckland,DL14 6RP,North East and Yorkshire,"Bishop Auckland, County Durham, North East England, England, DL14 6RP, United Kingdom","(54.64808459234674, -1.6789957070175927, 0.0)",54.64808459234674,-1.6789957070175927,0.0\nAudley Mills Surgery,57 Eastwood Road,,,Rayleigh,SS6 7JF,East of England,"Rayleigh, Rochford, Essex, East of England, England, SS6 7JF, United Kingdom","(51.58497803121534, 0.6071284680474214, 0.0)",51.58497803121534,0.6071284680474214,0.0\nAvicenna Medical Centre,7 Little Market Row,,,Leybourne,ME19 5PU,South East,"Leybourne, West Malling, Tonbridge and Malling, Kent, South East England, England, ME19 5PU, United Kingdom","(51.301539113041144, 0.42483745250032157, 0.0)",51.301539113041144,0.42483745250032157,0.0\nAvondale Health Centre,Avondale Health Centre,Avondale Street,,Bolton,BL1 4JP,North West,BL1 4JP,"(53.58821133686645, -2.451761690120011, 0.0)",53.58821133686645,-2.451761690120011,0.0\nBabington Hospital,Babington Hospital,Derby Road,,Belper,DE56 1WH,Midlands,"Belper CP, Belper, Amber Valley, Derbyshire, East Midlands, England, DE56 1WH, United Kingdom","(53.01846022929237, -1.4859337464710334, 0.0)",53.01846022929237,-1.4859337464710334,0.0\nBadger Farm Community Centre,Badger Farm Road,,,Winchester,SO22 4QB,South East,"Badger Farm, Winchester, Hampshire, South East England, England, SO22 4QB, United Kingdom","(51.04584630009657, -1.3402223366428696, 0.0)",51.04584630009657,-1.3402223366428696,0.0\nBaldry Gardens Health Centre,293 Streatham High Road,,,London,SW16 3NP,London,"London Borough of Lambeth, London, Greater London, England, SW16 3NP, United Kingdom","(51.418615172154254, -0.12666599012325544, 0.0)",51.418615172154254,-0.12666599012325544,0.0\nBalham Health Centre,120-124 Bedford Hill,Balham,,London,SW12 9HS,London,"London Borough of Wandsworth, London, Greater London, England, SW12 9HS, United Kingdom","(51.44082381334542, -0.14899808064923697, 0.0)",51.44082381334542,-0.14899808064923697,0.0\nBalsall Common Health Centre,1 Ashley Drive,Balsall Common,,Coventry,CV7 7RW,Midlands,"Berkswell, Solihull, West Midlands Combined Authority, West Midlands, England, CV7 7RW, United Kingdom","(52.39495636905605, -1.6438617757369713, 0.0)",52.39495636905605,-1.6438617757369713,0.0\nBankfield Surgery,15 Huddersfield Road,,,Elland,HX5 9BA,North East and Yorkshire,"Calderdale, West Yorkshire, Yorkshire and the Humber, England, HX5 9BA, United Kingdom","(53.686352372127864, -1.835188701844087, 0.0)",53.686352372127864,-1.835188701844087,0.0\nBarbara Castle Way Health Centre,Simmons Street,,,Blackburn,BB2 1AX,North West,"Blackburn with Darwen, North West England, England, BB2 1AX, United Kingdom","(53.7504041337437, -2.4886640129813835, 0.0)",53.7504041337437,-2.4886640129813835,0.0\n"Barclay Hall, Hoddesdon Parish Church",Pauls Lane,,,Hoddesdon,EN11 8TR,East of England,"Broxbourne, Hertfordshire, East of England, England, EN11 8TR, United Kingdom","(51.76229293821688, -0.013324861726907784, 0.0)",51.76229293821688,-0.013324861726907784,0.0\nBarkerend Health Centre,Barkerend Health Centre,Barkerend Road,,Bradford,BD3 8QH,North East and Yorkshire,"Bradford, West Yorkshire, Yorkshire and the Humber, England, BD3 8QH, United Kingdom","(53.797869, -1.721886, 0.0)",53.797869,-1.721886,0.0\nBarley Clough Medical Centre,Barley Clough Medical Centre,Nugget Street,,Oldham,OL4 1BN,North West,"Oldham, Greater Manchester, North West England, England, OL4 1BN, United Kingdom","(53.538326863939666, -2.095854284801695, 0.0)",53.538326863939666,-2.095854284801695,0.0\nBarnstaple Leisure,Seven Brethren Bank,Sticklepath,,Barnstaple,EX31 2AP,South West,"Barnstaple, North Devon, Devon, South West England, England, EX31 2AP, United Kingdom","(51.075525347422776, -4.058805744984657, 0.0)",51.075525347422776,-4.058805744984657,0.0\nBartholemew Medical Practice,Woodland Avenue,,,Goole,DN14 6RU,North East and Yorkshire,"Goole, East Riding of Yorkshire, Yorkshire and the Humber, England, DN14 6RU, United Kingdom","(53.71483905900483, -0.8754788979674294, 0.0)",53.71483905900483,-0.8754788979674294,0.0\nBarton Neighbourhood Centre,Neighbourhood Centre,Underhill Circus,Barton,Oxford,OX3 9LS,South East,"Oxford, Oxfordshire, South East England, England, OX3 9LS, United Kingdom","(51.76778684170677, -1.1965233824974646, 0.0)",51.76778684170677,-1.1965233824974646,0.0\nBath Pavilion,North Parade Road,,,Bath,BA2 4EU,South West,"Bath, Bath and North East Somerset, South West England, England, BA2 4EU, United Kingdom","(51.38089815238757, -2.3543671860232505, 0.0)",51.38089815238757,-2.3543671860232505,0.0\nBath Row Medical Practice,30 Bath Row,,,Birmingham,B15 1LZ,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B15 1LZ, United Kingdom","(52.47265544136867, -1.9078488959416258, 0.0)",52.47265544136867,-1.9078488959416258,0.0\nBatheaston Medical Centre,Coalpit Road,Batheaston,,Bath,BA1 7NP,South West,"Batheaston, Bath and North East Somerset, South West England, England, BA1 7NP, United Kingdom","(51.406032482128865, -2.31738689553089, 0.0)",51.406032482128865,-2.31738689553089,0.0\nBeacon Medical,Cleethorpes PCC,St Hughs Avenue,Scartho,Cleethorpes,DN35 8EB,North East and Yorkshire,"North East Lincolnshire, Yorkshire and the Humber, England, DN35 8EB, United Kingdom","(53.55700002550564, -0.03766221360168108, 0.0)",53.55700002550564,-0.03766221360168108,0.0\nBeacon Shopping Centre,The Beacon,,,Eastbourne,BN21 3NW,South East,"Eastbourne, East Sussex, South East England, England, BN21 3NW, United Kingdom","(50.76904270931874, 0.28356157023400824, 0.0)",50.76904270931874,0.28356157023400824,0.0\nBealeys Community Hospital,Dumers Lane,Radcliffe,,Manchester,M26 2QD,North West,"Bury, Greater Manchester, North West England, England, M26 2QD, United Kingdom","(53.56575429459622, -2.3092849775550603, 0.0)",53.56575429459622,-2.3092849775550603,0.0\nBeaufort Rd Surgery,21 Beaufort Road,Southbourne,,Bournemouth,BH6 5AJ,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH6 5AJ, United Kingdom","(50.7283785132037, -1.8145154497987346, 0.0)",50.7283785132037,-1.8145154497987346,0.0\nBeckenham Beacon,Beckenham Beacon,379 Croydon Road,,Beckenham,BR3 3FD,London,"London Borough of Bromley, London, Greater London, England, BR3 3FD, United Kingdom","(51.4049877, -0.0332712, 0.0)",51.4049877,-0.0332712,0.0\nBedworth Civic Hall,Civic Hall,High Street,,Bedworth,CV12 8NF,Midlands,"Nuneaton and Bedworth, Warwickshire, West Midlands, England, CV12 8NF, United Kingdom","(52.47892828862554, -1.4718137045353166, 0.0)",52.47892828862554,-1.4718137045353166,0.0\nBeeches Green Health Centre,Beeches Green,,,Stroud,GL5 4BH,South West,"Stroud, Gloucestershire, South West England, England, GL5 4BH, United Kingdom","(51.74731945656218, -2.2202737627971203, 0.0)",51.74731945656218,-2.2202737627971203,0.0\nBeeston Village,James Reed House,Town Street,Beeston,Leeds,LS11 8PN,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS11 8PN, United Kingdom","(53.77272921980813, -1.567265880115073, 0.0)",53.77272921980813,-1.567265880115073,0.0\nBelle Vue Baptist Church,Belle Vue Avenue,,,Southend-on-Sea,SS1 2QZ,East of England,"Southend-on-Sea, East of England, England, SS1 2QZ, United Kingdom","(51.53977352638747, 0.7305647733737132, 0.0)",51.53977352638747,0.7305647733737132,0.0\n"Bellingham Common Room, University of Hertfordshire",Bellingham Common Room,College Road Campus,,Hatfield,AL10 9UW,East of England,"University Accommodation, Hatfield, Welwyn Hatfield, Hertfordshire, East of England, England, AL10 9UW, United Kingdom","(51.752532936505204, -0.23732767061494595, 0.0)",51.752532936505204,-0.23732767061494595,0.0\nBelsize Priory Health Centre,208 Belsize Road,Kilburn,,London,NW6 4DX,London,NW6 4DX,"(51.539773463894306, -0.18801431092712637, 0.0)",51.539773463894306,-0.18801431092712637,0.0\nBenfleet Clinic,513 High Road,,,Benfleet,SS7 5AD,East of England,"Castle Point, Essex, East of England, England, SS7 5AD, United Kingdom","(51.55959654179644, 0.5503580558435529, 0.0)",51.55959654179644,0.5503580558435529,0.0\nBeverley Race Course,York Road,,,Beverley,HU17 8QZ,North East and Yorkshire,"Beverley, East Riding of Yorkshire, Yorkshire and the Humber, England, HU17 8QZ, United Kingdom","(53.84324544908078, -0.45706719597513995, 0.0)",53.84324544908078,-0.45706719597513995,0.0\nBHI Parkside,Stourbridge Road,,,Bromsgrove,B61 0AZ,Midlands,B61 0AZ,"(52.33759829989267, -2.059733949013327, 0.0)",52.33759829989267,-2.059733949013327,0.0\nBiddulph Town Hall,Town Hall,High Street,Biddulph,Stoke-on-Trent,ST8 6AR,Midlands,"Biddulph, Staffordshire Moorlands, Staffordshire, West Midlands, England, ST8 6AR, United Kingdom","(53.11654700498612, -2.1760500188203196, 0.0)",53.11654700498612,-2.1760500188203196,0.0\nBieghton Surgery,Queens Road,Beighton,,Sheffield,S20 1BJ,North East and Yorkshire,S20 1BJ,"(53.34893138342643, -1.3448420750715346, 0.0)",53.34893138342643,-1.3448420750715346,0.0\nBingfield,8 Bingfield Street,,,London,N1 0AL,London,"London Borough of Islington, London, Greater London, England, N1 0AL, United Kingdom","(51.53932087437939, -0.11926210042895105, 0.0)",51.53932087437939,-0.11926210042895105,0.0\nBirch Hill Medical Practice,Birch Hill Medical Centre,Birch Hill,Leppington,Bracknell,RG12 7WW,South East,"Bracknell, Bracknell Forest, South East England, England, RG12 7WW, United Kingdom","(51.390838015234394, -0.7520073673631721, 0.0)",51.390838015234394,-0.7520073673631721,0.0\nBirchenwood Sports Centre,Mount Road,Kidsgrove,,Stoke-on-Trent,ST7 4AY,Midlands,"Kidsgrove, Newcastle-under-Lyme, Staffordshire, West Midlands, England, ST7 4AY, United Kingdom","(53.08736734604502, -2.234115175565498, 0.0)",53.08736734604502,-2.234115175565498,0.0\nBirkenhead Medical Building,Birkenhead Medical Building,Laird Street,,Birkenhead,CH41 8DB,North West,"Wirral, North West England, England, CH41 8DB, United Kingdom","(53.3981982008619, -3.0463996212590505, 0.0)",53.3981982008619,-3.0463996212590505,0.0\nBirleywood Health Centre,Birleywood Health Centre,Birleywood,,Skelmersdale,WN8 9BW,North West,"West Lancashire, Lancashire, North West England, England, WN8 9BW, United Kingdom","(53.538326206891014, -2.7589010298037104, 0.0)",53.538326206891014,-2.7589010298037104,0.0\nBirtley Medical Group,Durham Road,Birtley,,Chester Le Street,DH3 2QT,North East and Yorkshire,"Gateshead, Tyne and Wear, North East England, England, DH3 2QT, United Kingdom","(54.891881068423636, -1.5764409558933317, 0.0)",54.891881068423636,-1.5764409558933317,0.0\nBishops Stortford Football Club,Dunmow Road,,,Bishop\'s Stortford,CM23 5RG,East of England,"Bishop\'s Stortford, East Hertfordshire, Hertfordshire, East of England, England, CM23 5RG, United Kingdom","(51.87289746345162, 0.19210802561201756, 0.0)",51.87289746345162,0.19210802561201756,0.0\nBlackthorn Medical Centre,St Andrews Road,,,Maidstone,ME16 9AN,South East,"Maidstone, Kent, South East England, England, ME16 9AN, United Kingdom","(51.26765189695052, 0.4853557592948102, 0.0)",51.26765189695052,0.4853557592948102,0.0\nBlaydon Primary Care Centre,Blaydon PCC,Shibdon Road,,Blaydon-on-Tyne,NE21 5NW,North East and Yorkshire,"Gateshead, Tyne and Wear, North East England, England, NE21 5NW, United Kingdom","(54.9580168787477, -1.6951847822899921, 0.0)",54.9580168787477,-1.6951847822899921,0.0\nBloomsbury Surgery,1 Handel Street,,,London,WC1N 1PD,London,WC1N 1PD,"(51.5256159, -0.1230737, 0.0)",51.5256159,-0.1230737,0.0\nBloxwich Active Living Centre,High Street,Bloxwich,,Walsall,WS3 2DA,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WS3 2DA, United Kingdom","(52.61172621256919, -1.9985021606484479, 0.0)",52.61172621256919,-1.9985021606484479,0.0\nBMC @ Werrington Surgery,97 Church Street,Werrington,,Peterborough,PE4 6QF,East of England,"City of Peterborough, East of England, England, PE4 6QF, United Kingdom","(52.61411491350954, -0.27092011031016355, 0.0)",52.61411491350954,-0.27092011031016355,0.0\nBocking Centre,3 Bocking Street,,,London,E8 3RU,London,,,,,\nBodmin Treatment Centre,Bodmin Hospital,Boundary Road,,Bodmin,PL31 2QT,South West,"Bodmin, South West England, England, PL31 2QT, United Kingdom","(50.469985480435476, -4.734426110960199, 0.0)",50.469985480435476,-4.734426110960199,0.0\nBodriggy Surgery,60 Queensway,,,Hayle,TR27 4PB,South West,TR27 4PB,"(50.187071361765504, -5.412840043158627, 0.0)",50.187071361765504,-5.412840043158627,0.0\nBognor Medical Centre,West Street,,,Bognor Regis,PO21 1UT,South East,"Bognor Regis, Felpham, Arun, West Sussex, South East England, England, PO21 1UT, United Kingdom","(50.7836286507094, -0.6772397655485172, 0.0)",50.7836286507094,-0.6772397655485172,0.0\nBosden Moor Surgery,Fulmar Drive,Offerton,,Stockport,SK2 5JL,North West,"Stockport, Greater Manchester, North West England, England, SK2 5JL, United Kingdom","(53.39103635135804, -2.109697943951559, 0.0)",53.39103635135804,-2.109697943951559,0.0\nBounds Green Group Practice,The Surgery,Gordon Road,"Bounds Green, New Southgate",London,N11 2PF,London,"London Borough of Haringey, London, Greater London, England, N11 2PF, United Kingdom","(51.6069109, -0.126948, 0.0)",51.6069109,-0.126948,0.0\nBousfield Surgery,Westminster Road,Kirkdale,,Liverpool,L4 4PP,North West,"Liverpool, North West England, England, L4 4PP, United Kingdom","(53.43154197318749, -2.9775748685577095, 0.0)",53.43154197318749,-2.9775748685577095,0.0\nBowburn Community Centre,Durham Road,Bowburn,,Durham,DH6 5AT,North East and Yorkshire,"Bowburn Bridge Allotments, Cassop-cum-Quarrington, Bowburn, County Durham, North East England, England, DH6 5AT, United Kingdom","(54.73464164345128, -1.5260561561597825, 0.0)",54.73464164345128,-1.5260561561597825,0.0\nBower Mount Medical Centre,1 Bower Mount Road,,,Maidstone,ME16 8AX,South East,"Maidstone, Kent, South East England, England, ME16 8AX, United Kingdom","(51.273704316265125, 0.5068743382737366, 0.0)",51.273704316265125,0.5068743382737366,0.0\nBowthorpe Health Centre,Wendene,,,Norwich,NR5 9HA,East of England,"Norwich, Norfolk, East of England, England, NR5 9HA, United Kingdom","(52.637171850908864, 1.2172034491434696, 0.0)",52.637171850908864,1.2172034491434696,0.0\nBrackley Medical Centre,Wellington Road,,,Brackley,NN13 6QZ,Midlands,"Brackley, West Northamptonshire, East Midlands, England, NN13 6QZ, United Kingdom","(52.038055939563826, -1.137717518262803, 0.0)",52.038055939563826,-1.137717518262803,0.0\nBramley Village Health and Wellbeing Centre,16 Highfield Road,Bramley,,Leeds,LS13 2BL,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS13 2BL, United Kingdom","(53.807820106799454, -1.623032047310537, 0.0)",53.807820106799454,-1.623032047310537,0.0\nBrampton Community Centre,Union Lane,,,Brampton,CA8 1BX,North East and Yorkshire,"Brampton, Carlisle, Cumbria, North West England, England, CA8 1BX, United Kingdom","(54.943608923502126, -2.7368614891932284, 0.0)",54.943608923502126,-2.7368614891932284,0.0\nBrandon Lane Surgery Building,Brandon Lane,Brandon,,Durham,DH7 8SJ,North East and Yorkshire,"Brandon and Byshottles, New Brancepeth, County Durham, North East England, England, DH7 8SJ, United Kingdom","(54.754499552069866, -1.6358617716505752, 0.0)",54.754499552069866,-1.6358617716505752,0.0\nBrasshouse Community Centre,Brasshouse Lane,,,Smethwick,B66 1BA,Midlands,"Sandwell, West Midlands Combined Authority, West Midlands, England, B66 1BA, United Kingdom","(52.49972316799426, -1.9698496692822411, 0.0)",52.49972316799426,-1.9698496692822411,0.0\nBredbury Medical Centre,1 Auburn Avenue,Bredbury,,Stockport,SK6 2AH,North West,"Stockport, Greater Manchester, North West England, England, SK6 2AH, United Kingdom","(53.42287041967287, -2.1139711059049175, 0.0)",53.42287041967287,-2.1139711059049175,0.0\nBreightmet Health Centre,Breightmet Health Centre,Breightmet Fold Lane,Breightmet,Bolton,BL2 6NT,North West,"Bolton, Greater Manchester, North West England, England, BL2 6NT, United Kingdom","(53.58223429005605, -2.3841960906940707, 0.0)",53.58223429005605,-2.3841960906940707,0.0\nBrentwood Centre,Doddinghurst Road,Pilgrims Hatch,,Brentwood,CM15 9NN,East of England,"Brentwood, Essex, East of England, England, CM15 9NN, United Kingdom","(51.63487643843922, 0.29980920986633214, 0.0)",51.63487643843922,0.29980920986633214,0.0\nBridge Health Centre,Bridge Health Centre,Patrixbourne Road,Bridge,Canterbury,CT4 5BL,South East,"Bridge, Canterbury, Kent, South East England, England, CT4 5BL, United Kingdom","(51.245980199333836, 1.1287817424945457, 0.0)",51.245980199333836,1.1287817424945457,0.0\nBridge Street,Bridge Street Medical Practice,3 Bridge Street,,Otley,LS21 1BQ,North East and Yorkshire,"Otley, Leeds, West Yorkshire, Yorkshire and the Humber, England, LS21 1BQ, United Kingdom","(53.9068512995936, -1.6937769319779592, 0.0)",53.9068512995936,-1.6937769319779592,0.0\nBridgewater Surgeries,Bridgewater House,7 Printers Avenue,,Watford,WD18 7QR,East of England,"Watford, Hertfordshire, East of England, England, WD18 7QR, United Kingdom","(51.65112141335334, -0.4224074209541053, 0.0)",51.65112141335334,-0.4224074209541053,0.0\nBridgnorth Medical Practice,Northgate Health Centre,Old Smithfield,,Bridgnorth,WV16 4EN,Midlands,"Bridgnorth, Shropshire, West Midlands, England, WV16 4EN, United Kingdom","(52.537885499999994, -2.422945049999999, 0.0)",52.537885499999994,-2.422945049999999,0.0\n"Brierley Hill Methodist Church, Bank St",45 Bank Street,,,Brierley Hill,DY5 3DB,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, DY5 3DB, United Kingdom","(52.48527307641015, -2.1239185479475626, 0.0)",52.48527307641015,-2.1239185479475626,0.0\nBrighton Racecourse,Freshfield Road,,,Brighton,BN2 9QX,South East,,,,,\nBroadway Theatre,Broadway,,,Barking,IG11 7LS,London,"London Borough of Barking and Dagenham, London, Greater London, England, IG11 7LS, United Kingdom","(51.535891127458626, 0.077351817093585, 0.0)",51.535891127458626,0.077351817093585,0.0\nBrocklebank Health Centre,249 Garratt Lane,Wandsworth,,London,SW18 4DU,London,"London Borough of Wandsworth, London, Greater London, England, SW18 4DU, United Kingdom","(51.44859784674713, -0.18912200668968274, 0.0)",51.44859784674713,-0.18912200668968274,0.0\nBrockway Medical Centre,8 Brockway,Nailsea,,Bristol,BS48 1BZ,South West,"Nailsea, North Somerset, South West England, England, BS48 1BZ, United Kingdom","(51.432957889036096, -2.755297301370419, 0.0)",51.432957889036096,-2.755297301370419,0.0\nBrockwell Medical Group,Brockwell Centre,Northumbrian Road,,Cramlington,NE23 1XZ,North East and Yorkshire,"Cramlington, Northumberland, North East England, England, NE23 1XZ, United Kingdom","(55.09566610668175, -1.5843528348821214, 0.0)",55.09566610668175,-1.5843528348821214,0.0\nBrook Lane Surgery,Entry up driveway shared with sorting office,233a Brook Lane,Sarisbury Green,Southampton,SO31 7DQ,South East,"Fareham, Hampshire, South East England, England, SO31 7DQ, United Kingdom","(50.87058615577782, -1.2749321513085914, 0.0)",50.87058615577782,-1.2749321513085914,0.0\nBroomfield Park Medical Centre,Spon End,,,Coventry,CV1 3HQ,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV1 3HQ, United Kingdom","(52.4079447742802, -1.5276551297069454, 0.0)",52.4079447742802,-1.5276551297069454,0.0\nBrough Surgery,4 Centurion Way,South Cave,,Brough,HU15 1AY,North East and Yorkshire,"Elloughton-cum-Brough, Brough, East Riding of Yorkshire, Yorkshire and the Humber, England, HU15 1AY, United Kingdom","(53.728962824448594, -0.5676895666062263, 0.0)",53.728962824448594,-0.5676895666062263,0.0\nBrune Medical Centre,10 Rowner Road,,,Gosport,PO13 0EW,South East,"Gosport, Hampshire, South East England, England, PO13 0EW, United Kingdom","(50.81275282049858, -1.1601049440049471, 0.0)",50.81275282049858,-1.1601049440049471,0.0\nBuckhurst Way Clinic,49 Buckhurst Way,,,Buckhurst Hill,IG9 6HP,East of England,"Buckhurst Hill, Epping Forest, Essex, East of England, England, IG9 6HP, United Kingdom","(51.6204957323204, 0.046828942275462006, 0.0)",51.6204957323204,0.046828942275462006,0.0\nBuckingham Community Centre,Cornwalls Meadow,,,Buckingham,MK18 1RP,South East,"Buckingham, Buckinghamshire, South East England, England, MK18 1RP, United Kingdom","(52.00086279520499, -0.9845479676900226, 0.0)",52.00086279520499,-0.9845479676900226,0.0\nBuckshaw Village Surgery,Unity Place,Buckshaw Village,,Chorley,PR7 7HZ,North West,"Euxton, Chorley, Lancashire, North West England, England, PR7 7HZ, United Kingdom","(53.678001734227436, -2.6583932522995033, 0.0)",53.678001734227436,-2.6583932522995033,0.0\n"Building 139, The Command Works, Bicester Heritage",Buckingham Road,,,Bicester,OX26 5HA,South East,,,,,\n"Building A, Fleet Health Campus",Fleet Health Centre,Vale Road,Northfleet,Gravesend,DA11 8BZ,South East,"Northfleet, Kent, South East England, England, DA11 8BZ, United Kingdom","(51.43515255709611, 0.34325809088412607, 0.0)",51.43515255709611,0.34325809088412607,0.0\nBunnyhill PCCC,Hylton Lane,Downhill,,Sunderland,SR5 4BW,North East and Yorkshire,"Sunderland, North East England, England, SR5 4BW, United Kingdom","(54.92658898450774, -1.447219304723588, 0.0)",54.92658898450774,-1.447219304723588,0.0\nBurncross,1 Bevan Way,Chapeltown,,Sheffield,S35 1RN,North East and Yorkshire,"Ecclesfield CP, Whitley, Sheffield, Yorkshire and the Humber, England, S35 1RN, United Kingdom","(53.45915507473097, -1.4790415157232806, 0.0)",53.45915507473097,-1.4790415157232806,0.0\nBurnham Health Centre,Minniecroft Road,Burnham,,Slough,SL1 7DE,South East,"Burnham, Buckinghamshire, South East England, England, SL1 7DE, United Kingdom","(51.53512461750847, -0.6634794563687476, 0.0)",51.53512461750847,-0.6634794563687476,0.0\nBurscough Family Practice,Burscough Health Centre,"Stanley Court, Lord Street",Burscough,Ormskirk,L40 4LA,North West,"Burscough, West Lancashire, Lancashire, North West England, England, L40 4LA, United Kingdom","(53.60235705929366, -2.840111970389347, 0.0)",53.60235705929366,-2.840111970389347,0.0\nBursledon Surgery,Lowford Centre,Portsmouth Road,Bursledon,Southampton,SO31 8ES,South East,"Bursledon, Eastleigh, Hampshire, South East England, England, SO31 8ES, United Kingdom","(50.88969099304121, -1.316800171216587, 0.0)",50.88969099304121,-1.316800171216587,0.0\nBursted Wood Surgery,219 Erith Road,Barnehurst,,Bexleyheath,DA7 6HZ,London,"London Borough of Bexley, London, Greater London, England, DA7 6HZ, United Kingdom","(51.4657445966949, 0.15224799085260463, 0.0)",51.4657445966949,0.15224799085260463,0.0\nBushmead Medical Centre,131 Bushmead Road,,,Luton,LU2 7YT,East of England,"Luton, East of England, England, LU2 7YT, United Kingdom","(51.90635563200955, -0.4133530718153164, 0.0)",51.90635563200955,-0.4133530718153164,0.0\nBuxton Medical Practice,2 Temple Road,,,Buxton,SK17 9BZ,Midlands,"Buxton, High Peak, Derbyshire, East Midlands, England, SK17 9BZ, United Kingdom","(53.253120414249146, -1.9204478089237678, 0.0)",53.253120414249146,-1.9204478089237678,0.0\nByron Hall,Christchurch Avenue,,,Harrow,HA3 5BD,London,"London Borough of Harrow, London, Greater London, England, HA3 5BD, United Kingdom","(51.592524207180645, -0.32744106798257894, 0.0)",51.592524207180645,-0.32744106798257894,0.0\nCable Street Surgery (Branch Site For East One Health),445 Cable Street,,,London,E1W 3DE,London,"London Borough of Tower Hamlets, London, Greater London, England, E1W 3DE, United Kingdom","(51.511389160165216, -0.048744030476225934, 0.0)",51.511389160165216,-0.048744030476225934,0.0\nCanalside Healthcare Centre,Canalside Health Care Centre,2 Kingsway,Baildon,Bingley,BD16 4RP,North East and Yorkshire,"Bingley, Bradford, West Yorkshire, Yorkshire and the Humber, England, BD16 4RP, United Kingdom","(53.84700643901006, -1.8284916692772422, 0.0)",53.84700643901006,-1.8284916692772422,0.0\nCanon Building,Woodhatch,Off Cockshot Hill,,Reigate,RH2 8BF,South East,,,,,\nCanterbury Vaccination Centre - Sea Cadet Unit,Training Ship Courageous,Vauxhall Road,,Canterbury,CT1 1ZN ,South East,"Canterbury, Kent, South East England, England, CT1 1ZN, United Kingdom","(51.295479926083225, 1.1016901801675882, 0.0)",51.295479926083225,1.1016901801675882,0.0\nCaptain French Surgery,The Gillinggate Centre,Gillinggate,,Kendal,LA9 4JE,North West,"Kendal, South Lakeland, Cumbria, North West England, England, LA9 4JE, United Kingdom","(54.323279993226905, -2.748580119967754, 0.0)",54.323279993226905,-2.748580119967754,0.0\nCarlton House,Carlton House Surgery,28 Tenniswood Road,,Enfield,EN1 3LL,London,"London Borough of Enfield, London, Greater London, England, EN1 3LL, United Kingdom","(51.66253010982185, -0.07677228467431964, 0.0)",51.66253010982185,-0.07677228467431964,0.0\nCarlyon Health Hub (Branch Surgery Of St.Austell Healthcare),14 Carlyon Road,,,St. Austell,PL25 4EG,South West,"St. Austell, South West England, England, PL25 4EG, United Kingdom","(50.33883553461697, -4.783570401020727, 0.0)",50.33883553461697,-4.783570401020727,0.0\nCarnforth Clinic Ground Floor,Carnforth Clinic,Market Street,,Carnforth,LA5 9JU,North West,"Carnforth, Lancaster, Lancashire, North West England, England, LA5 9JU, United Kingdom","(54.12943822252862, -2.769325253786807, 0.0)",54.12943822252862,-2.769325253786807,0.0\nCarterton Health Centre,Carterton Health Centre,8 Alvescot Road,,Carterton,OX18 3LJ,South East,"Carterton, West Oxfordshire, Oxfordshire, South East England, England, OX18 3LJ, United Kingdom","(51.75869951882693, -1.5965823413027498, 0.0)",51.75869951882693,-1.5965823413027498,0.0\nCartmel Surgery,Cartmel,Grange-Over-Sands,\xa0,Cumbria,LA11 6PH,North West,"Lower Allithwaite, South Lakeland, Cumbria, North West England, England, LA11 6PH, United Kingdom","(54.19944033670597, -2.948167577310612, 0.0)",54.19944033670597,-2.948167577310612,0.0\nCastleford Civic Centre,Ferrybridge Road,,,Castleford,WF10 4JH,North East and Yorkshire,,,,,\nCastlegate and Derwent Surgery,Isel Road,,,Cockermouth,CA13 9HT,North East and Yorkshire,"Cockermouth, Allerdale, Cumbria, North West England, England, CA13 9HT, United Kingdom","(54.665923399435385, -3.358733503312582, 0.0)",54.665923399435385,-3.358733503312582,0.0\nCathedral House,St Thomas Road,,,Huddersfield,HD1 3LG,North East and Yorkshire,"Kirklees, West Yorkshire, Yorkshire and the Humber, England, HD1 3LG, United Kingdom","(53.6399415221958, -1.793536497793529, 0.0)",53.6399415221958,-1.793536497793529,0.0\nCathedral Medical Centre,Princess Of Wales Hospital,Lynn Road,,Ely,CB6 1DN,East of England,"Ely, Queen Adelaide, East Cambridgeshire, Cambridgeshire, East of England, England, CB6 1DN, United Kingdom","(52.41321274436291, 0.2754118797604947, 0.0)",52.41321274436291,0.2754118797604947,0.0\nCavendish Medical Practice,Summerfield Primary Care Centre,134 Heath Street,Winson Green,Birmingham,B18 7AL,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B18 7AL, United Kingdom","(52.48770392487823, -1.937363406767105, 0.0)",52.48770392487823,-1.937363406767105,0.0\nCedar Medical Practice,West Street,,,Scunthorpe,DN15 6HX,North East and Yorkshire,"North Lincolnshire, Yorkshire and the Humber, England, DN15 6HX, United Kingdom","(53.59242162272762, -0.6518239691717785, 0.0)",53.59242162272762,-0.6518239691717785,0.0\nCentenary Hall,Wheelers Lane,Smallfield,,Horley,RH6 9PT,South East,"Burstow, Tandridge, Surrey, South East England, England, RH6 9PT, United Kingdom","(51.17172205845655, -0.11856418105287825, 0.0)",51.17172205845655,-0.11856418105287825,0.0\nCentral MK Medical Practice,68 Bradwell Common Boulevard,Bradwell Common,,Milton Keynes,MK13 8RN,East of England,"Bradwell, Milton Keynes, South East England, England, MK13 8RN, United Kingdom","(52.0419918, -0.7754018, 0.0)",52.0419918,-0.7754018,0.0\nCentral Surgery Barton,King Street,,,Barton-Upon-Humber,DN18 5ER,North East and Yorkshire,"Barton-upon-Humber, North Lincolnshire, Yorkshire and the Humber, England, DN18 5ER, United Kingdom","(53.6842357067724, -0.439445179033255, 0.0)",53.6842357067724,-0.439445179033255,0.0\nChadwell Medical Centre,1 Brentwood Road,,,Grays,RM16 4JD,East of England,"Thurrock, East of England, England, RM16 4JD, United Kingdom","(51.48228213649096, 0.3686056477652674, 0.0)",51.48228213649096,0.3686056477652674,0.0\nChalfont Hospital,Hampden Road,Chalfont St Peter,,Gerrards Cross,SL9 9DR,South East,"Chalfont St. Peter, Chalfont St Peter, Buckinghamshire, South East England, England, SL9 9DR, United Kingdom","(51.60740919022459, -0.5618113356780813, 0.0)",51.60740919022459,-0.5618113356780813,0.0\nChalfont Surgery/Salvation Army Hall,Chalfont Close,Earley,,Reading,RG6 5HZ,South East,"Earley, Wokingham, South East England, England, RG6 5HZ, United Kingdom","(51.426181099999994, -0.9325018, 0.0)",51.426181099999994,-0.9325018,0.0\nChancellor\'s Hotel,77 Moseley Road,Fallowfield,,Manchester,M14 6NN,North West,"Manchester, Greater Manchester, North West England, England, M14 6NN, United Kingdom","(53.4433695955433, -2.214164741783408, 0.0)",53.4433695955433,-2.214164741783408,0.0\nCharing Surgery,1 Surgery Close,Charing,,Ashford,TN27 0AW,South East,"Charing, Ashford, Kent, South East England, England, TN27 0AW, United Kingdom","(51.2097096518067, 0.7913737064969115, 0.0)",51.2097096518067,0.7913737064969115,0.0\nCharles Hicks Centre,75 Ermine Street,,,Huntingdon,PE29 3EZ,East of England,"Huntingdon, Huntingdonshire, Cambridgeshire, East of England, England, PE29 3EZ, United Kingdom","(52.33434393153534, -0.18832691785728603, 0.0)",52.33434393153534,-0.18832691785728603,0.0\nCharlton House,Charlton Road,,,London,SE7 8RE,London,"Royal Borough of Greenwich, London, Greater London, England, SE7 8RE, United Kingdom","(51.480477304881504, 0.037154487969109355, 0.0)",51.480477304881504,0.037154487969109355,0.0\nCharnwood Borough Council,Council Offices,Southfield Road,,Loughborough,LE11 2TX,Midlands,"Charnwood, Leicestershire, East Midlands, England, LE11 2TX, United Kingdom","(52.76894471912706, -1.2043115032625562, 0.0)",52.76894471912706,-1.2043115032625562,0.0\nChasetown Medical Centre,29-31 High Street,Chasetown,,Burntwood,WS7 3XE,Midlands,"Burntwood, Lichfield, Staffordshire, West Midlands, England, WS7 3XE, United Kingdom","(52.67164388221656, -1.9343158356571557, 0.0)",52.67164388221656,-1.9343158356571557,0.0\nChelmsley Wood,Chelmsley Wood Primary Care Centre,Crabtree Drive,Chelmsley Wood,Birmingham,B37 5BU,Midlands,"Fordbridge, Kingshurst, Solihull, West Midlands Combined Authority, West Midlands, England, B37 5BU, United Kingdom","(52.48063632580215, -1.7532293372903163, 0.0)",52.48063632580215,-1.7532293372903163,0.0\nCheltenham East Community Fire Station,Cheltenham East Comm Fire Station,Keynsham Road,,Cheltenham,GL53 7PX,South West,"Cheltenham, Gloucestershire, South West England, England, GL53 7PX, United Kingdom","(51.89208133862216, -2.0698576322845517, 0.0)",51.89208133862216,-2.0698576322845517,0.0\nChertsey Hall,Heriot Road,,,Chertsey,KT16 9DR,South East,"Chertsey, Surrey, South East England, England, KT16 9DR, United Kingdom","(51.38918583713771, -0.505510941321264, 0.0)",51.38918583713771,-0.505510941321264,0.0\nCherwell School,Marston Ferry Road,,,Oxford,OX2 7EE,South East,"Oxford, Oxfordshire, South East England, England, OX2 7EE, United Kingdom","(51.77544416719594, -1.2574957869863073, 0.0)",51.77544416719594,-1.2574957869863073,0.0\nChesham Town Hall,Town Hall,,,Chesham,HP5 1DS,South East,"Chesham, Buckinghamshire, South East England, England, HP5 1DS, United Kingdom","(51.70491353108294, -0.6138896742060004, 0.0)",51.70491353108294,-0.6138896742060004,0.0\nCheshire View,Plough Lane,Christleton,,Chester,CH3 7PT,North West,"Christleton, Cheshire West and Chester, North West England, England, CH3 7PT, United Kingdom","(53.1811432, -2.8175529, 0.0)",53.1811432,-2.8175529,0.0\nChessel Avenue Surgery,4 Chessel Avenue,,,Southampton,SO19 4AA,South East,"Southampton, South East England, England, SO19 4AA, United Kingdom","(50.913653092346486, -1.365251705644597, 0.0)",50.913653092346486,-1.365251705644597,0.0\nChipping Norton Health Centre,Russell Way,,,Chipping Norton,OX7 5FA,South East,"Chipping Norton, West Oxfordshire, Oxfordshire, South East England, England, OX7 5FA, United Kingdom","(51.94554049166454, -1.535244981437365, 0.0)",51.94554049166454,-1.535244981437365,0.0\nChiswick Health Centre,Fishers Lane,Chiswick,,London,W4 1RX,London,"London Borough of Hounslow, London, Greater London, England, W4 1RX, United Kingdom","(51.49356188368886, -0.259902101397666, 0.0)",51.49356188368886,-0.259902101397666,0.0\nChorley Surgery,24-26 Gillibrand Street,,,Chorley,PR7 2EJ,North West,"Chorley, Lancashire, North West England, England, PR7 2EJ, United Kingdom","(53.65147568545521, -2.633225034615564, 0.0)",53.65147568545521,-2.633225034615564,0.0\nChristchurch Medical Centre,Christchurch Medical Centre,Ardington Road,,Northampton,NN1 5LT,Midlands,"Northampton, West Northamptonshire, East Midlands, England, NN1 5LT, United Kingdom","(52.242513, -0.8686681333333333, 0.0)",52.242513,-0.8686681333333333,0.0\nChristchurch Medical Practice,1 Purewell Cross Road,,,Christchurch,BH23 3AF,South West,"Christchurch, Bournemouth, Christchurch and Poole, South West England, England, BH23 3AF, United Kingdom","(50.73643693838155, -1.7595003690170523, 0.0)",50.73643693838155,-1.7595003690170523,0.0\n"Christchurch Surgery, Downend",Christchurch Family Medical Centre,North Street,Downend,Bristol,BS16 5SG,South West,"Downend and Bromley Heath, South Gloucestershire, South West England, England, BS16 5SG, United Kingdom","(51.48538826099517, -2.505382826000878, 0.0)",51.48538826099517,-2.505382826000878,0.0\nChrists Hospital - Blue Coats,Christs Hospital,,,Horsham,RH13 0YB,South East,"Southwater, Horsham, West Sussex, South East England, England, RH13 0YB, United Kingdom","(51.045159960348954, -0.360797972363534, 0.0)",51.045159960348954,-0.360797972363534,0.0\nChurch Farm Ripley,Church Farm Medical Centre,Steeple Drive,,Ripley,DE5 3TH,Midlands,"Ripley, Upper Hartshay, Amber Valley, Derbyshire, East Midlands, England, DE5 3TH, United Kingdom","(53.042241872864686, -1.402797031736947, 0.0)",53.042241872864686,-1.402797031736947,0.0\nChurch Stretton Medical Practice,Easthope Road,,,Church Stretton,SY6 6BL,Midlands,"Church Stretton, Shropshire, West Midlands, England, SY6 6BL, United Kingdom","(52.53728600191725, -2.806168799905207, 0.0)",52.53728600191725,-2.806168799905207,0.0\nChurch View Health Centre,Church View Health Centre,Langthwaite Road,South Kirkby,Pontefract,WF9 3AP,North East and Yorkshire,"Langthwaite Green Industrial Estate, South Kirkby and Moorthorpe, South Kirkby, Wakefield, West Yorkshire, Yorkshire and the Humber, England, WF9 3AP, United Kingdom","(53.59254719811563, -1.3131103652916447, 0.0)",53.59254719811563,-1.3131103652916447,0.0\nChurch View Surgery,5 Market Hill,Hedon,,Hull,HU12 8JE,North East and Yorkshire,"Hedon, East Riding of Yorkshire, Yorkshire and the Humber, England, HU12 8JE, United Kingdom","(53.74270932664617, -0.20025400487831302, 0.0)",53.74270932664617,-0.20025400487831302,0.0\nChurchdown Community Centre,Parton Road,Churchdown,,Gloucester,GL3 2JH,South West,"Churchdown, Tewkesbury, Gloucestershire, South West England, England, GL3 2JH, United Kingdom","(51.88294056769604, -2.172151736764327, 0.0)",51.88294056769604,-2.172151736764327,0.0\nCinderford Health Centre,The Health Centre,Dockham Road,,Cinderford,GL14 2AN,South West,"Cinderford, Forest of Dean, Gloucestershire, South West England, England, GL14 2AN, United Kingdom","(51.824525652945375, -2.497224055971286, 0.0)",51.824525652945375,-2.497224055971286,0.0\nCircuit Lane Surgery,53 Circuit Lane,,,Reading,RG30 3AN,South East,"Reading, South East England, England, RG30 3AN, United Kingdom","(51.44291888705762, -1.006636494836301, 0.0)",51.44291888705762,-1.006636494836301,0.0\nCirencester Hospital,Cirencester Hospital,Tetbury Road,,Cirencester,GL7 1UY,South West,"Cirencester, Cotswold, Gloucestershire, South West England, England, GL7 1UY, United Kingdom","(51.712316966520625, -1.9757384473930428, 0.0)",51.712316966520625,-1.9757384473930428,0.0\nCity Hospital - Cardiac Rehab Gym,Birmingham City Hospital,Sheldon Block Ground Floor,Dudley Road,Birmingham,B18 7QH,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B18 7QH, United Kingdom","(52.48762144952171, -1.9302766270773637, 0.0)",52.48762144952171,-1.9302766270773637,0.0\nCity Walls Medical Centre,St Martins Way,,,Chester,CH1 2NR,North West,"City of Chester, Chester, Cheshire West and Chester, North West England, England, CH1 2NR, United Kingdom","(53.191528221706974, -2.896011558237796, 0.0)",53.191528221706974,-2.896011558237796,0.0\nClair Hall,Perrymount Road,,,Haywards Heath,RH16 3DN,South East,"Haywards Heath, Mid Sussex, West Sussex, South East England, England, RH16 3DN, United Kingdom","(51.003812455362976, -0.10306458072688665, 0.0)",51.003812455362976,-0.10306458072688665,0.0\nClarendon Leisure Centre,Liverpool Street,,,Salford,M5 4HU,North West,"Salford, Greater Manchester, North West England, England, M5 4HU, United Kingdom","(53.483363595074756, -2.2845183087102043, 0.0)",53.483363595074756,-2.2845183087102043,0.0\nClay Farm,The Clay Farm Centre,Hobson Square,Hobson Avenue,Cambridge,CB2 9FN,East of England,"Cambridge, Cambridgeshire, East of England, England, CB2 9FN, United Kingdom","(52.17331518111517, 0.12237140105112079, 0.0)",52.17331518111517,0.12237140105112079,0.0\nClaypath & University Medical Group,University Health Centre,Green Lane,Old Elvet,Durham,DH1 3JU,North East and Yorkshire,"City of Durham, Durham, County Durham, North East England, England, DH1 3JU, United Kingdom","(54.773693859174685, -1.5602150925152225, 0.0)",54.773693859174685,-1.5602150925152225,0.0\nClays Practice,Victoria Road,Roche,,St. Austell,PL26 8JF,South West,"Roche, South West England, England, PL26 8JF, United Kingdom","(50.40814096666667, -4.833436566666666, 0.0)",50.40814096666667,-4.833436566666666,0.0\nClayton Brook Clinic,59-60 Tunley Holme,Bamber Bridge,Clayton Brook,Preston,PR5 8ES,North West,"Clayton-le-Woods, Clayton Green, Chorley, Lancashire, North West England, England, PR5 8ES, United Kingdom","(53.7120872632681, -2.6373639334073955, 0.0)",53.7120872632681,-2.6373639334073955,0.0\nCleadon Park Primary Care Centre,10 Prince Edward Road,,,South Shields,NE34 8PS,North East and Yorkshire,"South Tyneside, Tyne and Wear, North East England, England, NE34 8PS, United Kingdom","(54.97151911077917, -1.4153897393501942, 0.0)",54.97151911077917,-1.4153897393501942,0.0\nCliff Villages Medical Practice,Mere Road,Waddington,,Lincoln,LN5 9NX,Midlands,"Waddington, North Kesteven, Lincolnshire, East Midlands, England, LN5 9NX, United Kingdom","(53.16732883428989, -0.5367070364455022, 0.0)",53.16732883428989,-0.5367070364455022,0.0\nClifton College Preparatory School Hall,Northcote Road,Clifton,,Bristol,BS8 3HB,South West,"Bristol, City of Bristol, South West England, England, BS8 3HB, United Kingdom","(51.46351991047426, -2.620143128909156, 0.0)",51.46351991047426,-2.620143128909156,0.0\nClitheroe Health Centre,Clitheroe Health Centre,Railway View Road,,Clitheroe,BB7 2JG,North West,"Clitheroe, Ribble Valley, Lancashire, North West England, England, BB7 2JG, United Kingdom","(53.8738386, -2.3929782, 0.0)",53.8738386,-2.3929782,0.0\nClub Batchwood,Batchwood Hall,Batchwood Drive,,St. Albans,AL3 5XA,East of England,"St Michael, St Albans, Hertfordshire, East of England, England, AL3 5XA, United Kingdom","(51.76683111033482, -0.3539435785717972, 0.0)",51.76683111033482,-0.3539435785717972,0.0\nCodsall Satellite Clinic,Trinity Church,Histons Hill,Codsall,Wolverhampton,WV8 2ER,Midlands,"Codsall, South Staffordshire, Staffordshire, West Midlands, England, WV8 2ER, United Kingdom","(52.62549398326938, -2.195406028152145, 0.0)",52.62549398326938,-2.195406028152145,0.0\nColchester Primary Care Centre,Turner Road,,,Colchester,CO4 5JR,East of England,"Mile End, Colchester, Essex, East of England, England, CO4 5JR, United Kingdom","(51.90633454359572, 0.9033282250545314, 0.0)",51.90633454359572,0.9033282250545314,0.0\nColden Common,45 Spring Lane,Colden Common,,Winchester,SO21 1SB,South East,"Colden Common, Winchester, Hampshire, South East England, England, SO21 1SB, United Kingdom","(50.997642927061996, -1.3210023254777845, 0.0)",50.997642927061996,-1.3210023254777845,0.0\nCollege Way Surgery,Comeytrowe Centre,,,Taunton,TA1 4TY,South West,"Comeytrowe, Somerset West and Taunton, Somerset, South West England, England, TA1 4TY, United Kingdom","(51.00516207013601, -3.121030475414812, 0.0)",51.00516207013601,-3.121030475414812,0.0\nColne Health Centre Pharmacy,Colne Health Centre,Craddock Road,,Colne,BB8 0JZ,North West,"Colne, Pendle, Lancashire, North West England, England, BB8 0JZ, United Kingdom","(53.85636368500757, -2.1660702764169257, 0.0)",53.85636368500757,-2.1660702764169257,0.0\nCombat Stress,Audley Court,Audley Avenue,,Newport,TF10 7BP,Midlands,"Newport, Telford and Wrekin, West Midlands, England, TF10 7BP, United Kingdom","(52.76621419611776, -2.3690025395100567, 0.0)",52.76621419611776,-2.3690025395100567,0.0\nCommunity Health Centre,Moat Centre,Melbourne Road,,Leicester,LE2 0GU,Midlands,"City of Leicester, East Midlands, England, LE2 0GU, United Kingdom","(52.63408357787402, -1.113277262118915, 0.0)",52.63408357787402,-1.113277262118915,0.0\nConcord Medical Centre,Braydon Avenue,Little Stoke,,Bristol,BS34 6BQ,South West,"Stoke Gifford, South Gloucestershire, South West England, England, BS34 6BQ, United Kingdom","(51.529455495692325, -2.5548562648232473, 0.0)",51.529455495692325,-2.5548562648232473,0.0\nCongleton Town Hall,Town Hall,High Street,,Congleton,CW12 1BN,North West,"Congleton, Cheshire East, North West England, England, CW12 1BN, United Kingdom","(53.162987810244594, -2.211080930334589, 0.0)",53.162987810244594,-2.211080930334589,0.0\nConstable Country Medical Practice,Heath Road,East Bergholt,,Colchester,CO7 6RT,East of England,"East Bergholt, Babergh, Suffolk, East of England, England, CO7 6RT, United Kingdom","(51.977304340677954, 1.0262374258846034, 0.0)",51.977304340677954,1.0262374258846034,0.0\nCoquet Medical Group,Amble Health Centre,Percy Drive,Amble,Morpeth,NE65 0HD,North East and Yorkshire,"Amble By the Sea, Amble, Northumberland, North East England, England, NE65 0HD, United Kingdom","(55.33259901461981, -1.58050433599394, 0.0)",55.33259901461981,-1.58050433599394,0.0\nCornard Surgery,67 Pot Kiln Road,Great Cornard,,Sudbury,CO10 0DH,East of England,"Great Cornard, Babergh, Suffolk, East of England, England, CO10 0DH, United Kingdom","(52.03223255, 0.751753, 0.0)",52.03223255,0.751753,0.0\nCornford House Surgery,364 Cherry Hinton Road,,,Cambridge,CB1 8BA,East of England,"Cambridge, Cambridgeshire, East of England, England, CB1 8BA, United Kingdom","(52.18593741289824, 0.15711000719204077, 0.0)",52.18593741289824,0.15711000719204077,0.0\nCosham Health Centre,Cosham Health Centre,Vectis Way,Cosham,Portsmouth,PO6 3AW,South East,"Portsmouth, South East England, England, PO6 3AW, United Kingdom","(50.84386743061124, -1.0687813296707862, 0.0)",50.84386743061124,-1.0687813296707862,0.0\nCoton Centre,Comberford Road,,,Tamworth,B79 9AA,Midlands,"Wigginton and Hopwas, Lichfield, Staffordshire, West Midlands, England, B79 9AA, United Kingdom","(52.65224117193639, -1.701386098896282, 0.0)",52.65224117193639,-1.701386098896282,0.0\nCounty Oak Medical,County Oak Medical Centre,Carden Hill,,Brighton,BN1 8DD,South East,"Hollingbury, Brighton, Brighton and Hove, South East England, England, BN1 8DD, United Kingdom","(50.862197389303155, -0.12663146380763446, 0.0)",50.862197389303155,-0.12663146380763446,0.0\nCourtenay House Surgery,Courtenay House,Bancroft Court,,Hitchin,SG5 1LH,East of England,"North Hertfordshire, Hertfordshire, East of England, England, SG5 1LH, United Kingdom","(51.95152883804136, -0.277038205088798, 0.0)",51.95152883804136,-0.277038205088798,0.0\nCoventry and North Warwickshire Cricket Club,Binley Road,,,Coventry,CV3 1HB,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV3 1HB, United Kingdom","(52.40635683899073, -1.475120620364855, 0.0)",52.40635683899073,-1.475120620364855,0.0\nCOVID Vaccine Clinic (FAO Dave Laut),COVID Vaccine Clinic (FAO Dave Laut),Poole Harbour Commissioner,20 New Quay Road,Poole,BH15 4AF,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH15 4AF, United Kingdom","(50.71106416452823, -1.9944383787631585, 0.0)",50.71106416452823,-1.9944383787631585,0.0\nCranleigh Village Hall,Cranleigh Village Hall,Village Way,,Cranleigh,GU6 8AF,South East,"Cranleigh, Waverley, Surrey, South East England, England, GU6 8AF, United Kingdom","(51.13997138529691, -0.48794690069901125, 0.0)",51.13997138529691,-0.48794690069901125,0.0\nCraven Road Medical Practice,60 Craven Road,,,Leeds,LS6 2RX,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS6 2RX, United Kingdom","(53.81414614364617, -1.5473110381458244, 0.0)",53.81414614364617,-1.5473110381458244,0.0\nCringleford Surgery,The Cringleford Surgery,Cantley Lane,Cringleford,Norwich,NR4 6TA,East of England,"Cringleford, South Norfolk, Norfolk, East of England, England, NR4 6TA, United Kingdom","(52.602748988011164, 1.23646521688385, 0.0)",52.602748988011164,1.23646521688385,0.0\nCripps Medical Practice,Cripps Health Centre,University Park,,Nottingham,NG7 2QW,Midlands,"City of Nottingham, Nottinghamshire, East Midlands, England, NG7 2QW, United Kingdom","(52.942007960094, -1.1947439380737848, 0.0)",52.942007960094,-1.1947439380737848,0.0\nCrosfield Hall,Broadwater Road,,,Romsey,SO51 8GL,South East,"Romsey, Test Valley, Hampshire, South East England, England, SO51 8GL, United Kingdom","(50.9872056, -1.4967668, 0.0)",50.9872056,-1.4967668,0.0\nCrouch Vale Medical Centre,Burnham Road,South Woodham Ferrers,,Chelmsford,CM3 5QP,East of England,"South Woodham Ferrers, Chelmsford, Essex, East of England, England, CM3 5QP, United Kingdom","(51.65312456666666, 0.6052046666666667, 0.0)",51.65312456666666,0.6052046666666667,0.0\nCulm Valley Integrated Centre for Health,Willand Road,,,Cullompton,EX15 1FE,South West,"Cullompton, Mid Devon, Devon, South West England, England, EX15 1FE, United Kingdom","(50.86417730741102, -3.3927031532268863, 0.0)",50.86417730741102,-3.3927031532268863,0.0\nDacorum Locality,575-599 Maxted Road,Hemel Hempstead Industrial Estate,,Hemel Hempstead,HP2 7DX,East of England,"Maylands Business Park, Maylands, Hemel Hempstead, Dacorum, Hertfordshire, East of England, England, HP2 7DX, United Kingdom","(51.76606888830743, -0.4348723136018412, 0.0)",51.76606888830743,-0.4348723136018412,0.0\nDanbury Medical Centre,52 Maldon Road,Danbury,,Chelmsford,CM3 4QL,East of England,"Danbury, Chelmsford, Essex, East of England, England, CM3 4QL, United Kingdom","(51.71605618151085, 0.5869381957592281, 0.0)",51.71605618151085,0.5869381957592281,0.0\nDanetre Medical Practice,London Road,,,Daventry,NN11 4DY,Midlands,"Daventry, West Northamptonshire, East Midlands, England, NN11 4DY, United Kingdom","(52.25182482719077, -1.160858520592235, 0.0)",52.25182482719077,-1.160858520592235,0.0\nDarlaston HC,Pinfold Street,Darlaston,,Wednesbury,WS10 8SY,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WS10 8SY, United Kingdom","(52.56616966226638, -2.036322637517859, 0.0)",52.56616966226638,-2.036322637517859,0.0\nDarnall PCC,Darnall Primary Care Centre,290 Main Road,,Sheffield,S9 4QH,North East and Yorkshire,S9 4QH,"(53.38482492696867, -1.4088502116808748, 0.0)",53.38482492696867,-1.4088502116808748,0.0\nDartford Football Club,Princes Park Stadium,Grassbanks,,Dartford,DA1 1RT,South East,"Dartford, Kent, South East England, England, DA1 1RT, United Kingdom","(51.436725809786594, 0.23084707306106783, 0.0)",51.436725809786594,0.23084707306106783,0.0\nDarwen Health Centre,James Street West,,,Darwen,BB3 1PY,North West,"Darwen, Blackburn with Darwen, North West England, England, BB3 1PY, United Kingdom","(53.69574392386528, -2.4714268081234834, 0.0)",53.69574392386528,-2.4714268081234834,0.0\nDavyhulme Medical Centre,130 Broadway,Davyhulme,Urmston,Manchester,M41 7WJ,North West,"Trafford, Greater Manchester, North West England, England, M41 7WJ, United Kingdom","(53.45948315922287, -2.3667819034472095, 0.0)",53.45948315922287,-2.3667819034472095,0.0\nDawlish Community Hospital,Barton Terrace,,,Dawlish,EX7 9QH,South West,"Dawlish, Teignbridge, Devon, South West England, England, EX7 9QH, United Kingdom","(50.58038022935253, -3.4742385210005295, 0.0)",50.58038022935253,-3.4742385210005295,0.0\nDCBL Stadium,Lower House Lane,,,Widnes,WA8 7DZ,North West,"Halton, North West England, England, WA8 7DZ, United Kingdom","(53.36572863603841, -2.738551786795136, 0.0)",53.36572863603841,-2.738551786795136,0.0\nDearne Valley Group Practice,Goldthorpe Medical Centre Lift Building,Goldthorpe Green,Goldthorpe,Rotherham,S63 9EH,North East and Yorkshire,"Barnsley, Yorkshire and the Humber, England, S63 9EH, United Kingdom","(53.528100728172305, -1.3109299961147058, 0.0)",53.528100728172305,-1.3109299961147058,0.0\nDearne Valley Leisure Centre,Doncaster Road,Denaby Main,,Mexborough,S64 0LB,North East and Yorkshire,"Doncaster, Yorkshire and the Humber, England, S64 0LB, United Kingdom","(53.493465951014194, -1.2580570883875248, 0.0)",53.493465951014194,-1.2580570883875248,0.0\nDebenham Leisure Centre,Gracechurch Street,Debenham,,Stowmarket,IP14 6BL,East of England,"Debenham, Mid Suffolk, Suffolk, East of England, England, IP14 6BL, United Kingdom","(52.22313289706883, 1.1716330308371765, 0.0)",52.22313289706883,1.1716330308371765,0.0\nDelamere Medical Practice,Delamere Avenue,Stretford,,Manchester,M32 0DF,North West,"Trafford, Greater Manchester, North West England, England, M32 0DF, United Kingdom","(53.45015861073344, -2.3070537263113264, 0.0)",53.45015861073344,-2.3070537263113264,0.0\nDene Drive Primary Care Centre,Dene Drive,,,Winsford,CW7 1AT,North West,"Winsford Town Centre, Winsford, Cheshire West and Chester, North West England, England, CW7 1AT, United Kingdom","(53.1907115586785, -2.5307595109483927, 0.0)",53.1907115586785,-2.5307595109483927,0.0\nDental Suite in Eagle Bridge Health & Wellbeing Centre,Dunwoody Way,,,Crewe,CW1 3AW,North West,"Crewe, Cheshire East, North West England, England, CW1 3AW, United Kingdom","(53.098608767556016, -2.4550922075270556, 0.0)",53.098608767556016,-2.4550922075270556,0.0\nDenton Festival Hall,13 Peel Street,Denton,,Manchester,M34 3JY,North West,"Tameside, Greater Manchester, North West England, England, M34 3JY, United Kingdom","(53.456735789337344, -2.116734864133247, 0.0)",53.456735789337344,-2.116734864133247,0.0\nDerby Arena,Derby Arena - Sports Complex,Royal Way,Pride Park,Derby,DE24 8JB,Midlands,"Derby, East Midlands, England, DE24 8JB, United Kingdom","(52.91273297940897, -1.4468114033069401, 0.0)",52.91273297940897,-1.4468114033069401,0.0\nDerwent Practice,Norton Road,Norton,,Malton,YO17 9RF,North East and Yorkshire,"Norton-on-Derwent, Ryedale, North Yorkshire, Yorkshire and the Humber, England, YO17 9RF, United Kingdom","(54.13275515, -0.7976907499999999, 0.0)",54.13275515,-0.7976907499999999,0.0\nDevizes Corn Exchange,Market Place,,,Devizes,SN10 1HS,South West,"Devizes, Wiltshire, South West England, England, SN10 1HS, United Kingdom","(51.352189433989565, -1.996243750107093, 0.0)",51.352189433989565,-1.996243750107093,0.0\nDewsbury Health Centre,Wellington Road,,,Dewsbury,WF13 1HL,North East and Yorkshire,"Kirklees, West Yorkshire, Yorkshire and the Humber, England, WF13 1HL, United Kingdom","(53.690703802459396, -1.6330242318030506, 0.0)",53.690703802459396,-1.6330242318030506,0.0\nDiadem Medical Practice,2 Diadem Grove,,,Hull,HU9 4AL,North East and Yorkshire,"Kingston upon Hull, Yorkshire and the Humber, England, HU9 4AL, United Kingdom","(53.77215954356453, -0.2679348306820336, 0.0)",53.77215954356453,-0.2679348306820336,0.0\nDidcot Civic Hall,Britwell Road,,,Didcot,OX11 7JN,South East,"Didcot, South Oxfordshire, Oxfordshire, South East England, England, OX11 7JN, United Kingdom","(51.606610448471265, -1.2485973336230296, 0.0)",51.606610448471265,-1.2485973336230296,0.0\nDigby Hall,Hound Street,,,Sherborne,DT9 3AA,South West,"Sherborne, Dorset, South West England, England, DT9 3AA, United Kingdom","(50.94851170445005, -2.5140907374509727, 0.0)",50.94851170445005,-2.5140907374509727,0.0\nDillington House,Illminster,,,Ilminster,TA19 9DT,South West,"Whitelackington, South Somerset, Somerset, South West England, England, TA19 9DT, United Kingdom","(50.93594519618416, -2.901290683311436, 0.0)",50.93594519618416,-2.901290683311436,0.0\nDoddington Hospital,Doddington Hospital,Benwick Road,Doddington,March,PE15 0UG,East of England,"Doddington, Fenland, Cambridgeshire, East of England, England, PE15 0UG, United Kingdom","(52.49956622073021, 0.055172779259787065, 0.0)",52.49956622073021,0.055172779259787065,0.0\nDore Surgery,137 Dore Road,,,Sheffield,S17 3NF,North East and Yorkshire,S17 3NF,"(53.32836739396288, -1.532736375945262, 0.0)",53.32836739396288,-1.532736375945262,0.0\nDover Health Centre,Maison Dieu Road,,,Dover,CT16 1RH,South East,"Dover, Kent, South East England, England, CT16 1RH, United Kingdom","(51.129188396043126, 1.3113468997584166, 0.0)",51.129188396043126,1.3113468997584166,0.0\nDownham Health and Leisure Centre,7-9 Moorside Road,,,Downham,BR1 5EP,London,"London Borough of Lewisham, London, Greater London, England, BR1 5EP, United Kingdom","(51.426580524344196, 0.010294096880160563, 0.0)",51.426580524344196,0.010294096880160563,0.0\nDr Azim and Partners,Grovemead Medical Centre,67 Elliot Road,,London,NW4 3EB,London,NW4 3EB,"(51.579655457651455, -0.22572929242342396, 0.0)",51.579655457651455,-0.22572929242342396,0.0\nDrayton Surgery,8 Manor Farm Close,Drayton,,Norwich,NR8 6EE,East of England,"Drayton, Broadland, Norfolk, East of England, England, NR8 6EE, United Kingdom","(52.679259650000006, 1.22614685, 0.0)",52.679259650000006,1.22614685,0.0\nDroitwich Health Centre,Droitwich Medical Centre,Ombersley Street,,Droitwich,WR9 8RD,Midlands,"Droitwich Spa, Wychavon, Worcestershire, West Midlands, England, WR9 8RD, United Kingdom","(52.266877190389124, -2.153493486105011, 0.0)",52.266877190389124,-2.153493486105011,0.0\nDumbelton Medical Centre,Chapman Way,Eynesbury,,St. Neots,PE19 2HD,East of England,"Eynesbury, St Neots, Cambridgeshire, East of England, England, PE19 2HD, United Kingdom","(52.212669172499695, -0.2704444941057715, 0.0)",52.212669172499695,-0.2704444941057715,0.0\nDunstan Village,Earle Road Medical Centre,131 Earle Road,,Liverpool,L7 6HD,North West,"Liverpool, North West England, England, L7 6HD, United Kingdom","(53.39887562810142, -2.9430159506761444, 0.0)",53.39887562810142,-2.9430159506761444,0.0\nDurrington Health Centre,Durrington Lane,,,Worthing,BN13 2RX,South East,"Worthing, West Sussex, South East England, England, BN13 2RX, United Kingdom","(50.830481758741456, -0.4131874174710751, 0.0)",50.830481758741456,-0.4131874174710751,0.0\nEaling Town Hall,Town Hall,New Broadway,,London,W5 2BY,London,"London Borough of Ealing, London, Greater London, England, W5 2BY, United Kingdom","(51.513328093074314, -0.30728445429076234, 0.0)",51.513328093074314,-0.30728445429076234,0.0\nEarls Court Health and Wellbeing Centre,2b Hogarth Road,,,London,SW5 0PT,London,"Royal Borough of Kensington and Chelsea, London, Greater London, England, SW5 0PT, United Kingdom","(51.492821815221994, -0.1925416483312598, 0.0)",51.492821815221994,-0.1925416483312598,0.0\nEast Barnwell Health Centre,Ditton Lane,,,Cambridge,CB5 8SP,East of England,"Cambridge, Cambridgeshire, East of England, England, CB5 8SP, United Kingdom","(52.213981378481236, 0.16724971840445463, 0.0)",52.213981378481236,0.16724971840445463,0.0\nEast Hull Family Practice,Morrill Street Health Centre,Morrill Street,,Hull,HU9 2LJ,North East and Yorkshire,"Kingston upon Hull, Yorkshire and the Humber, England, HU9 2LJ, United Kingdom","(53.755107487741, -0.30839055610193156, 0.0)",53.755107487741,-0.30839055610193156,0.0\nEast Leeds Health Centre,78 Osmondthorpe Lane,,,Leeds,LS9 9EF,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS9 9EF, United Kingdom","(53.798480891305196, -1.4987148349329429, 0.0)",53.798480891305196,-1.4987148349329429,0.0\nEast Oxford Health Centre,2 Manzil Way,,,Oxford,OX4 1GE,South East,"Oxford, Oxfordshire, South East England, England, OX4 1GE, United Kingdom","(51.74725255426028, -1.2326082527753282, 0.0)",51.74725255426028,-1.2326082527753282,0.0\nEast Park Medical Centre,5-7 East Park Road,,,Leeds,LS9 9JD,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS9 9JD, United Kingdom","(53.794184857877866, -1.5179940106888894, 0.0)",53.794184857877866,-1.5179940106888894,0.0\nEast Trees Health Centre,100a Fishponds Road,Eastville,,Bristol,BS5 6SA,South West,"Bristol, City of Bristol, South West England, England, BS5 6SA, United Kingdom","(51.47021915394227, -2.5634047906553503, 0.0)",51.47021915394227,-2.5634047906553503,0.0\nEast Way Clinic,East Way,,,Bournemouth,BH8 9PU,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH8 9PU, United Kingdom","(50.7476668807345, -1.8592284184508014, 0.0)",50.7476668807345,-1.8592284184508014,0.0\nEastney Health Centre,Eastney Health Centre,Highland Road,Eastney,Southsea,PO4 9HU,South East,"Portsmouth, South East England, England, PO4 9HU, United Kingdom","(50.78678050511089, -1.0597015122312576, 0.0)",50.78678050511089,-1.0597015122312576,0.0\nEccles Recreation / Leisure Centre,Barton Lane,Eccles,,Manchester,M30 0DD,North West,"Salford, Greater Manchester, North West England, England, M30 0DD, United Kingdom","(53.48190934844656, -2.3389717686945346, 0.0)",53.48190934844656,-2.3389717686945346,0.0\nEldon Square Surgery,9 Eldon Square,,,Reading,RG1 4DT,South East,"Reading, South East England, England, RG1 4DT, United Kingdom","(51.45239112629559, -0.9580316551356673, 0.0)",51.45239112629559,-0.9580316551356673,0.0\nElizabethan Suite Bury Town Hall,Knowsley Street,,,Bury,BL9 0SW,North West,"Bury, Greater Manchester, North West England, England, BL9 0SW, United Kingdom","(53.590172292972255, -2.299991147792269, 0.0)",53.590172292972255,-2.299991147792269,0.0\nEllesmere Port Civic Hall,Civic Hall,Civic Way,,Ellesmere Port,CH65 0AZ,North West,"Ellesmere Port, Cheshire West and Chester, North West England, England, CH65 0AZ, United Kingdom","(53.27737651098442, -2.9031929694222267, 0.0)",53.27737651098442,-2.9031929694222267,0.0\n"Emmanuel Church Hall, Billericay",Laindon Road,,,Billericay,CM12 9LD,East of England,"Billericay, Basildon, Essex, East of England, England, CM12 9LD, United Kingdom","(51.6187416, 0.4159349, 0.0)",51.6187416,0.4159349,0.0\nEmmer Green Surgery,4 St. Barnabas Road,Emmer Green,,Reading,RG4 8RA,South East,"Reading, South East England, England, RG4 8RA, United Kingdom","(51.48357221575588, -0.9728052264516872, 0.0)",51.48357221575588,-0.9728052264516872,0.0\nEmsworth Baptist Church,North Street,,,Emsworth,PO10 7BY,South East,"Emsworth, Havant, Hampshire, South East England, England, PO10 7BY, United Kingdom","(50.84882866015742, -0.9368735016227303, 0.0)",50.84882866015742,-0.9368735016227303,0.0\nEnglish Riviera Centre,Chestnut Avenue,,,Torquay,TQ2 5LZ,South West,"Torbay, South West England, England, TQ2 5LZ, United Kingdom","(50.46455931034687, -3.538835975133618, 0.0)",50.46455931034687,-3.538835975133618,0.0\nEnki Medical,Orsborn House,55 Terrace Road,,Birmingham,B19 1BP,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B19 1BP, United Kingdom","(52.50125877002913, -1.9214338310671768, 0.0)",52.50125877002913,-1.9214338310671768,0.0\nErdington Medical Centre,103 Wood End Road,Erdington,,Birmingham,B24 8NT,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B24 8NT, United Kingdom","(52.518120638551416, -1.8416581781413637, 0.0)",52.518120638551416,-1.8416581781413637,0.0\nErith Health Centre,50 Pier Road,,,Erith,DA8 1RQ,London,"London Borough of Bexley, London, Greater London, England, DA8 1RQ, United Kingdom","(51.47956656906727, 0.18077282524200733, 0.0)",51.47956656906727,0.18077282524200733,0.0\nEssex House Surgery,Essex House Surgery,Station Road,Barnes,London,SW13 0LW,London,"London Borough of Richmond upon Thames, London, Greater London, England, SW13 0LW, United Kingdom","(51.472566803166764, -0.2473946207547456, 0.0)",51.472566803166764,-0.2473946207547456,0.0\nEssex Lodge,Greengate Street,Plaistow,,London,E13 0AS,London,"London Borough of Newham, London, Greater London, England, E13 0AS, United Kingdom","(51.52862937398693, 0.025982857701860186, 0.0)",51.52862937398693,0.025982857701860186,0.0\nEstuary View Medical Centre,Estuary View Medical Centre,25 Boorman Way,,Whitstable,CT5 3SE,South East,"Estuary View, Mariner\'s View, Whitstable, Canterbury, Kent, South East England, England, CT5 3SE, United Kingdom","(51.34103308373714, 1.0128021025597185, 0.0)",51.34103308373714,1.0128021025597185,0.0\nEtchingham Village Hall,Parsonage Croft,,,Etchingham,TN19 7BY,South East,"Etchingham, Rother, East Sussex, South East England, England, TN19 7BY, United Kingdom","(51.00764409736936, 0.4294641940731552, 0.0)",51.00764409736936,0.4294641940731552,0.0\nEvergreen Surgery,1 Smythe Close,,,London,N9 0TW,London,"London Borough of Enfield, London, Greater London, England, N9 0TW, United Kingdom","(51.6237762, -0.0603112, 0.0)",51.6237762,-0.0603112,0.0\nExminster Limes Surgery,Church Stile,Exminster,,Exeter,EX6 8DF,South West,"Exminster, Teignbridge, Devon, South West England, England, EX6 8DF, United Kingdom","(50.67914226335842, -3.493756627728454, 0.0)",50.67914226335842,-3.493756627728454,0.0\nExmouth Tennis Centre,Withycombe Village Road,,,Exmouth,EX8 3AE,South West,"Exmouth, East Devon, Devon, South West England, England, EX8 3AE, United Kingdom","(50.62792307005996, -3.4035241879368816, 0.0)",50.62792307005996,-3.4035241879368816,0.0\nFairhill Medical Practice,The Medical Centre,Kingston University,Grove Crescent,Kingston Upon Thames,KT1 2EE,London,"Royal Borough of Kingston upon Thames, London, Greater London, England, KT1 2EE, United Kingdom","(51.40320888404509, -0.3031274872234001, 0.0)",51.40320888404509,-0.3031274872234001,0.0\nFairlawns,621 Middlewood Road,,,Sheffield,S6 1TT,North East and Yorkshire,"Bradfield CP, Sheffield, Yorkshire and the Humber, England, S6 1TT, United Kingdom","(53.418957667503136, -1.5152683998057719, 0.0)",53.418957667503136,-1.5152683998057719,0.0\nFakenham Medical Practice,Meditrina Park,Trinity Road,,Fakenham,NR21 8SY,East of England,"Fakenham, North Norfolk, Norfolk, East of England, England, NR21 8SY, United Kingdom","(52.83934470284058, 0.867515109364004, 0.0)",52.83934470284058,0.867515109364004,0.0\nFalkland Surgery,Falkland Way,Bradwell,,Great Yarmouth,NR31 8RW,East of England,"Bradwell, Great Yarmouth, Norfolk, East of England, England, NR31 8RW, United Kingdom","(52.57332321531582, 1.7024020745795554, 0.0)",52.57332321531582,1.7024020745795554,0.0\nFalmouth Health Centre,Falmouth Health Centre,Trevaylor Road,,Falmouth,TR11 2LH,South West,"Falmouth, South West England, England, TR11 2LH, United Kingdom","(50.156398175733635, -5.086019546015249, 0.0)",50.156398175733635,-5.086019546015249,0.0\nFareham Community Hospital - Entry via road,Brook Lane,Sarisbury Green,,Fareham,SO31 7DQ,South East,"Fareham, Hampshire, South East England, England, SO31 7DQ, United Kingdom","(50.87058615577782, -1.2749321513085914, 0.0)",50.87058615577782,-1.2749321513085914,0.0\nFarnham Centre for Health,Farnham Centre for Health,Hale Road,,Farnham,GU9 9QS,South East,"Farnham, Waverley, Surrey, South East England, England, GU9 9QS, United Kingdom","(51.22075798570503, -0.7843770597230039, 0.0)",51.22075798570503,-0.7843770597230039,0.0\nFaversham Health Centre,The Faversham Health Centre,Bank Street,,Faversham,ME13 8QR,South East,"Faversham, Swale, Kent, South East England, England, ME13 8QR, United Kingdom","(51.31457663765494, 0.889043566064081, 0.0)",51.31457663765494,0.889043566064081,0.0\nFeethams House,Feethams,,,Darlington,DL1 5RD,North East and Yorkshire,"Darlington, North East England, England, DL1 5RD, United Kingdom","(54.52212531275573, -1.5541647842942472, 0.0)",54.52212531275573,-1.5541647842942472,0.0\nFeilding Palmer Hospital,Gilmorton Road,,,Lutterworth,LE17 4DZ,Midlands,"Lutterworth, Harborough, Leicestershire, East Midlands, England, LE17 4DZ, United Kingdom","(52.45781346844274, -1.197670327404459, 0.0)",52.45781346844274,-1.197670327404459,0.0\nFeldon Lane Medical Practice,Feldon Lane,,,Halesowen,B62 9DR,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, B62 9DR, United Kingdom","(52.467289118680405, -2.028549732378744, 0.0)",52.467289118680405,-2.028549732378744,0.0\nFelling Vaccination Centre,58 High Street,Felling,,Gateshead,NE10 9LT,North East and Yorkshire,"Gateshead, Tyne and Wear, North East England, England, NE10 9LT, United Kingdom","(54.95151189005162, -1.570122141541009, 0.0)",54.95151189005162,-1.570122141541009,0.0\nFeltham Assembly Hall,Hounslow Road,,,Feltham,TW14 9DN,London,"London Borough of Hounslow, London, Greater London, England, TW14 9DN, United Kingdom","(51.4516154209476, -0.40688817306768577, 0.0)",51.4516154209476,-0.40688817306768577,0.0\nFern House Surgery,Fern House,125-129 Newland Street,,Witham,CM8 1BH,East of England,"Witham, Braintree, Essex, East of England, England, CM8 1BH, United Kingdom","(51.79747691290591, 0.6375462895178529, 0.0)",51.79747691290591,0.6375462895178529,0.0\nFields New Road Primary Care Centre,Fields New Road P-Care Ctr,Fields New Road,Chadderton,Oldham,OL9 8NH,North West,"Oldham, Greater Manchester, North West England, England, OL9 8NH, United Kingdom","(53.53320514288445, -2.145067555628817, 0.0)",53.53320514288445,-2.145067555628817,0.0\nFiley Surgery,Station Avenue,,,Filey,YO14 9AE,North East and Yorkshire,"Filey, Scarborough, North Yorkshire, Yorkshire and the Humber, England, YO14 9AE, United Kingdom","(54.20983030572603, -0.291598017186659, 0.0)",54.20983030572603,-0.291598017186659,0.0\nFishponds Family Practice,Beechwood Road,Fishponds,,Bristol,BS16 3TD,South West,"Bristol, City of Bristol, South West England, England, BS16 3TD, United Kingdom","(51.47981688297897, -2.5268297565794597, 0.0)",51.47981688297897,-2.5268297565794597,0.0\nFitznells Surgery,2 Chessington Road,Ewell,,Epsom,KT17 1TF,South East,"Epsom and Ewell, Surrey, South East England, England, KT17 1TF, United Kingdom","(51.351991, -0.2521384, 0.0)",51.351991,-0.2521384,0.0\nFlagg Court Health Centre,Flagg Court,Dale Street,,South Shields,NE33 2LS,North East and Yorkshire,"South Tyneside, Tyne and Wear, North East England, England, NE33 2LS, United Kingdom","(54.99895969119382, -1.426400968326073, 0.0)",54.99895969119382,-1.426400968326073,0.0\nFlatt Walks Health Centre,Flatt Walks Health Centre,Castle Mews,,Whitehaven,CA28 7QE,North East and Yorkshire,"Whitehaven, Copeland, Cumbria, North West England, England, CA28 7QE, United Kingdom","(54.54474535650552, -3.586634757389075, 0.0)",54.54474535650552,-3.586634757389075,0.0\nFolkestone Civic Centre,Civic Centre,Castle Hill Avenue,,Folkestone,CT20 2QY,South East,"Folkestone, Folkestone and Hythe, Kent, South East England, England, CT20 2QY, United Kingdom","(51.07940652577341, 1.1693530873170759, 0.0)",51.07940652577341,1.1693530873170759,0.0\nFordingbridge Hospital,Bartons Road,,,Fordingbridge,SP6 1DJ,South East,"Fordingbridge, New Forest, Hampshire, South East England, England, SP6 1DJ, United Kingdom","(50.92701916821234, -1.8050472521857703, 0.0)",50.92701916821234,-1.8050472521857703,0.0\nForest Recreation Ground,Gregory Boulevard,,,Nottingham,NG7 6LB,Midlands,"City of Nottingham, Nottinghamshire, East Midlands, England, NG7 6LB, United Kingdom","(52.96805051666564, -1.1574817827780783, 0.0)",52.96805051666564,-1.1574817827780783,0.0\nForest Surgery,60 Forest Road,,,Bordon,GU35 0BP,South East,"Whitehill, East Hampshire, Hampshire, South East England, England, GU35 0BP, United Kingdom","(51.10912933097855, -0.86060351885867, 0.0)",51.10912933097855,-0.86060351885867,0.0\nForrester Street Surgery,1 Forrester Street,,,Walsall,WS2 9PL,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WS2 9PL, United Kingdom","(52.584482181025145, -1.995526172926698, 0.0)",52.584482181025145,-1.995526172926698,0.0\nFosse Medical Centre,Fosse Medical Centre,334 Fosse Road North,,Leicester,LE3 5RR,Midlands,"City of Leicester, East Midlands, England, LE3 5RR, United Kingdom","(52.63670716307857, -1.1521531073481008, 0.0)",52.63670716307857,-1.1521531073481008,0.0\nFranklin Hall Spilsby,Town Hall,Halton Road,,Spilsby,PE23 5LA,Midlands,"Spilsby, East Lindsey, Lincolnshire, East Midlands, England, PE23 5LA, United Kingdom","(53.17229954109109, 0.09913609980814522, 0.0)",53.17229954109109,0.09913609980814522,0.0\nFrodsham Leisure Centre,Frodsham Leisure Centre,Princeway,,Frodsham,WA6 6RX,North West,"Frodsham, Cheshire West and Chester, North West England, England, WA6 6RX, United Kingdom","(53.293029426677045, -2.7268796743137353, 0.0)",53.293029426677045,-2.7268796743137353,0.0\nFrome Medical Centre,Enos Way,,,Frome,BA11 2FH,South West,"Frome, Mendip, Somerset, South West England, England, BA11 2FH, United Kingdom","(51.237251923290806, -2.3114099328437696, 0.0)",51.237251923290806,-2.3114099328437696,0.0\nFryatt Hospital,419 Main Road,,,Harwich,CO12 4EX,East of England,"Harwich, Parkeston, Tendring, Essex, East of England, England, CO12 4EX, United Kingdom","(51.93369713912127, 1.2609164639573673, 0.0)",51.93369713912127,1.2609164639573673,0.0\nFullwell Cross Medical Centre,1 Tomswood Hill,Barkingside,,Ilford,IG6 2HG,London,"London Borough of Redbridge, London, Greater London, England, IG6 2HG, United Kingdom","(51.59462114923303, 0.08378226152081016, 0.0)",51.59462114923303,0.08378226152081016,0.0\nFurlong Medical Centre,Furlong Road,,,Stoke-on-Trent,ST6 5UD,Midlands,"Stoke-on-Trent, West Midlands, England, ST6 5UD, United Kingdom","(53.06332496463308, -2.2081393047975895, 0.0)",53.06332496463308,-2.2081393047975895,0.0\nGamston Community Hall,Gamston District Centre,Gamston,,Nottingham,NG2 6PS,Midlands,"Rushcliffe, Nottinghamshire, East Midlands, England, NG2 6PS, United Kingdom","(52.92432312669087, -1.1012165944316958, 0.0)",52.92432312669087,-1.1012165944316958,0.0\nGarstang Medical Practice,Garstang Medical Centre,Kepple Lane,Garstang,Preston,PR3 1PB,North West,"Garstang, Wyre, Lancashire, North West England, England, PR3 1PB, United Kingdom","(53.89713107832335, -2.780957641872554, 0.0)",53.89713107832335,-2.780957641872554,0.0\nGateway House,Gargrace Road,,,Skipton,BD23 1UD,North East and Yorkshire,"Stirton with Thorlby, Craven, North Yorkshire, Yorkshire and the Humber, England, BD23 1UD, United Kingdom","(53.96448183849481, -2.042034356713645, 0.0)",53.96448183849481,-2.042034356713645,0.0\nGeoffrey Street Health Centre,Geoffrey Street,,,Preston,PR1 5NE,North West,"Preston, Lancashire, North West England, England, PR1 5NE, United Kingdom","(53.762766628154885, -2.6798711064152063, 0.0)",53.762766628154885,-2.6798711064152063,0.0\nGeorge Hurd Centre,Audley Way,,,Basildon,SS14 2FL,East of England,"Basildon, Essex, East of England, England, SS14 2FL, United Kingdom","(51.5728156308054, 0.46115609831034, 0.0)",51.5728156308054,0.46115609831034,0.0\nGeorge Lawton Hall,Stamford Street,Mossley,Ashton-Under -Lyne,Greater Manchester,OL5 0HR,North West,"Mossley, Carrbrook, Tameside, Greater Manchester, North West England, England, OL5 0HR, United Kingdom","(53.51893005560969, -2.046066728041874, 0.0)",53.51893005560969,-2.046066728041874,0.0\nGlenside Medical Centre,Glenside Rise,Plympton,,Plymouth,PL7 4DR,South West,"Plymouth, South West England, England, PL7 4DR, United Kingdom","(50.39237964900752, -4.048964931012657, 0.0)",50.39237964900752,-4.048964931012657,0.0\nG-Live,London Road,,,Guildford,GU1 2AA,South East,"Guildford, Surrey, South East England, England, GU1 2AA, United Kingdom","(51.23913392699705, -0.5653139335463414, 0.0)",51.23913392699705,-0.5653139335463414,0.0\nGlossop Cricket & Bowling Club,North Road,,,Glossop,SK13 7AS,North West,"High Peak, Derbyshire, East Midlands, England, SK13 7AS, United Kingdom","(53.4465186328118, -1.951856684317736, 0.0)",53.4465186328118,-1.951856684317736,0.0\nGolborne Parkside Sports & Community Club,Hugo Johnson Playing Fields,Rivington Avenue,Golborne,Warrington,WA3 3HG,North West,"Wigan, Greater Manchester, North West England, England, WA3 3HG, United Kingdom","(53.47926580672541, -2.5838854690491324, 0.0)",53.47926580672541,-2.5838854690491324,0.0\nGorton Street Medical Practice,51 Gorton Street,,,Blackpool,FY1 3JW,North West,"Blackpool, North West England, England, FY1 3JW, United Kingdom","(53.8212834, -3.0425209, 0.0)",53.8212834,-3.0425209,0.0\nGosbury Hill Surgery,Gosbury Hill,,,Chessington,KT9 1BT,London,"Royal Borough of Kingston upon Thames, London, Greater London, England, KT9 1BT, United Kingdom","(51.36856306764182, -0.301350555184689, 0.0)",51.36856306764182,-0.301350555184689,0.0\nGrange Park Primary Care Centre,Wilks Walk,Grange Park,,Northampton,NN4 5DW,Midlands,"Grange Park, West Northamptonshire, East Midlands, England, NN4 5DW, United Kingdom","(52.18958061111111, -0.8875382666666667, 0.0)",52.18958061111111,-0.8875382666666667,0.0\nGranta Medical Practices,Sawston Medical Centre,London Road,Sawston,Cambridge,CB22 3HU,East of England,"Sawston, South Cambridgeshire, Cambridgeshire, East of England, England, CB22 3HU, United Kingdom","(52.11537615764098, 0.16975282592943527, 0.0)",52.11537615764098,0.16975282592943527,0.0\nGreenridge Surgery,671 Yardley Wood Road,,,Birmingham,B13 0HN,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B13 0HN, United Kingdom","(52.428226431200926, -1.8710828753370023, 0.0)",52.428226431200926,-1.8710828753370023,0.0\nGreensands Branch Surgery (Loose),1 Boughton Lane,Loose,,Maidstone,ME15 9QN,South East,"Maidstone, Kent, South East England, England, ME15 9QN, United Kingdom","(51.25108623064145, 0.5285592887823765, 0.0)",51.25108623064145,0.5285592887823765,0.0\nGrimsbury Community Centre,4 Burchester Place,,,Banbury,OX16 3WT,South East,"Banbury, Cherwell, Oxfordshire, South East England, England, OX16 3WT, United Kingdom","(52.0671387, -1.3201637499999999, 0.0)",52.0671387,-1.3201637499999999,0.0\nGrindon Lane Primary Care Centre,Grindon Lane,,,Sunderland,SR3 4EN,North East and Yorkshire,"Sunderland, North East England, England, SR3 4EN, United Kingdom","(54.88687521105813, -1.4316156319283484, 0.0)",54.88687521105813,-1.4316156319283484,0.0\nGurney Surgery,40 Fishergate,,,Norwich,NR3 1SE,East of England,"Norwich, Norfolk, East of England, England, NR3 1SE, United Kingdom","(52.6339728482946, 1.2983029060731917, 0.0)",52.6339728482946,1.2983029060731917,0.0\nGuru Nanak Gurdwara,84 Ford End Road,,,Bedford,MK40 4JX,East of England,"Bedford, East of England, England, MK40 4JX, United Kingdom","(52.131068067008975, -0.48551829474093516, 0.0)",52.131068067008975,-0.48551829474093516,0.0\nH&M Building,17-18 The Heart,,,Walton-On-Thames,KT12 1GH,South East,"Walton-on-Thames, Elmbridge, Surrey, South East England, England, KT12 1GH, United Kingdom","(51.38511603819085, -0.4201061704074656, 0.0)",51.38511603819085,-0.4201061704074656,0.0\nHadleigh Health Centre,Market Place,Hadleigh,,Ipswich,IP7 5DN,East of England,"Hadleigh, Babergh, Suffolk, East of England, England, IP7 5DN, United Kingdom","(52.042983847272204, 0.9530501217461953, 0.0)",52.042983847272204,0.9530501217461953,0.0\nHall Green HC,979 Stratford Road,Hall Green,,Birmingham,B28 8BG,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B28 8BG, United Kingdom","(52.44059845812773, -1.8495928005958382, 0.0)",52.44059845812773,-1.8495928005958382,0.0\nHalo Leisure Centre,Bridge Street Sports Centre,Bridge Street,,Leominster,HR6 8EA,Midlands,"Leominster, Herefordshire, West Midlands, England, HR6 8EA, United Kingdom","(52.234171620842886, -2.744039804142511, 0.0)",52.234171620842886,-2.744039804142511,0.0\nHalsey Hall,Walnut Tree House,Turners Hill,Cheshunt,Waltham Cross,EN8 8NJ,East of England,"Broxbourne, Hertfordshire, East of England, England, EN8 8NJ, United Kingdom","(51.70005763759434, -0.03454539833582513, 0.0)",51.70005763759434,-0.03454539833582513,0.0\nHampshire Court Hotel,Centre Drive,Chineham,,Basingstoke,RG24 8FY,South East,"Chineham, Basingstoke and Deane, Hampshire, South East England, England, RG24 8FY, United Kingdom","(51.28384512093109, -1.0573184677844694, 0.0)",51.28384512093109,-1.0573184677844694,0.0\nHampton Wick Surgery,Tudor House,26 Upper Teddington Road,,Kingston Upon Thames,KT1 4DY,London,"London Borough of Richmond upon Thames, London, Greater London, England, KT1 4DY, United Kingdom","(51.41559244240687, -0.31308290866091126, 0.0)",51.41559244240687,-0.31308290866091126,0.0\nHanley Health Centre,Hanley Health Centre,Upper Huntbach Street,,Stoke-on-Trent,ST1 2BN,Midlands,"Stoke-on-Trent, West Midlands, England, ST1 2BN, United Kingdom","(53.02721957311866, -2.1704997557337653, 0.0)",53.02721957311866,-2.1704997557337653,0.0\nHanley Primary Care Centre,51 Hanley Road,Islington,,London,N4 3DU,London,"London Borough of Islington, London, Greater London, England, N4 3DU, United Kingdom","(51.56795116776603, -0.12083681438982248, 0.0)",51.56795116776603,-0.12083681438982248,0.0\nHants Lane Clinic,Hants Lane,,,Ormskirk,L39 1PX,North West,"West Lancashire, Lancashire, North West England, England, L39 1PX, United Kingdom","(53.5701869675127, -2.8861951728116737, 0.0)",53.5701869675127,-2.8861951728116737,0.0\nHarborne Medical Practice,4 York Street,Harborne,,Birmingham,B17 0HG,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B17 0HG, United Kingdom","(52.458608132888365, -1.9463078447334625, 0.0)",52.458608132888365,-1.9463078447334625,0.0\nHarborough Field Surgery,160 Newton Road,,,Rushden,NN10 0GP,Midlands,"Rushden, North Northamptonshire, East Midlands, England, NN10 0GP, United Kingdom","(52.28636763333333, -0.5820074666666667, 0.0)",52.28636763333333,-0.5820074666666667,0.0\nHarbour Community Centre,The Crumbles,Pevensey Bay Road,,Eastbourne,BN23 6JH,South East,"Sovereign Harbour Village Retail Park, Eastbourne, East Sussex, South East England, England, BN23 6JH, United Kingdom","(50.79528601111617, 0.3229897768392131, 0.0)",50.79528601111617,0.3229897768392131,0.0\nHarlequin Surgery,160 Shard End Crescent,,,Birmingham,B34 7BP,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B34 7BP, United Kingdom","(52.495553593674686, -1.7779184405127015, 0.0)",52.495553593674686,-1.7779184405127015,0.0\nHarpenden Public Halls,Southdown Road,,,Harpenden,AL5 1TE,East of England,"Harpenden, St Albans, Hertfordshire, East of England, England, AL5 1TE, United Kingdom","(51.814114441779026, -0.3535308677438376, 0.0)",51.814114441779026,-0.3535308677438376,0.0\nHartlepool Town Hall,Town Hall,Raby Road,,Hartlepool,TS24 8AH,North East and Yorkshire,"Hartlepool, North East England, England, TS24 8AH, United Kingdom","(54.68634775957339, -1.2137974045299602, 0.0)",54.68634775957339,-1.2137974045299602,0.0\nHastings House Medical Centre,Rivers Way,Wellesbourne,,Warwick,CV35 9RH,Midlands,"Wellesbourne CP, Stratford-on-Avon, Warwickshire, West Midlands, England, CV35 9RH, United Kingdom","(52.19632534657141, -1.5938200277660846, 0.0)",52.19632534657141,-1.5938200277660846,0.0\nHaxby Health Centre,Haxby & Wigginton Health Centre,2 The Village,Wigginton,York,YO32 2LL,North East and Yorkshire,"Wigginton, York, Yorkshire and the Humber, England, YO32 2LL, United Kingdom","(54.01951024171152, -1.08206639568815, 0.0)",54.01951024171152,-1.08206639568815,0.0\nHayling Island Health Centre,Elm Grove,Mengham,,Hayling Island,PO11 9AP,South East,"Havant, Hampshire, South East England, England, PO11 9AP, United Kingdom","(50.7896973, -0.9763361, 0.0)",50.7896973,-0.9763361,0.0\nHaynes Motor Museum,Sparkford,,,Yeovil,BA22 7LH,South West,"Sparkford, South Somerset, Somerset, South West England, England, BA22 7LH, United Kingdom","(51.04106602628805, -2.5590467852060543, 0.0)",51.04106602628805,-2.5590467852060543,0.0\nHazel Grove Baptist Church,Station Street,Hazel Grove,,Stockport,SK7 4EX,North West,"Stockport, Greater Manchester, North West England, England, SK7 4EX, United Kingdom","(53.378179445997304, -2.1222466662290884, 0.0)",53.378179445997304,-2.1222466662290884,0.0\nHazelwood Practice,27 Parkfield Road,Coleshill,,Birmingham,B46 3LD,Midlands,"Coleshill CP, North Warwickshire, Warwickshire, West Midlands, England, B46 3LD, United Kingdom","(52.499132648080575, -1.708180323156566, 0.0)",52.499132648080575,-1.708180323156566,0.0\nHeadcorn Aerodrome,Headcorn Aerodrome,Headcorn,Ashford,Kent,TN27 9HX,South East,"Headcorn, Maidstone, Kent, South East England, England, TN27 9HX, United Kingdom","(51.154064389322485, 0.6454687805578162, 0.0)",51.154064389322485,0.6454687805578162,0.0\nHeald Green Village Hall,Outwood Road,Heald Green,,Cheadle,SK8 3JL,North West,"Stockport, Greater Manchester, North West England, England, SK8 3JL, United Kingdom","(53.36748544230919, -2.2300742303809735, 0.0)",53.36748544230919,-2.2300742303809735,0.0\n"Health Innovation Campus, Lancaster University",University House,Bailrigg,,Lancaster,LA1 4YW,North West,"Lancaster, Lancashire, North West England, England, LA1 4YW, United Kingdom","(54.00928210732549, -2.785205550955637, 0.0)",54.00928210732549,-2.785205550955637,0.0\nHeart of Hounslow Centre for Health,92 Bath Road,,,Hounslow,TW3 3LN,London,"London Borough of Hounslow, London, Greater London, England, TW3 3LN, United Kingdom","(51.46813374554069, -0.371760490201035, 0.0)",51.46813374554069,-0.371760490201035,0.0\nHeath Lane Surgery,Westfield Avenue,Earl Shilton,,Leicester,LE9 7RT,Midlands,"Earl Shilton, Hinckley and Bosworth, Leicestershire, East Midlands, England, LE9 7RT, United Kingdom","(52.57786578940589, -1.3222141209858491, 0.0)",52.57786578940589,-1.3222141209858491,0.0\nHeather House Day Centre,Heather House Day Centre,Avenue of Remembrance,,Sittingbourne,ME10 4NN,South East,"Swale, Kent, South East England, England, ME10 4NN, United Kingdom","(51.33828128957457, 0.7349526138266981, 0.0)",51.33828128957457,0.7349526138266981,0.0\nHeatherview Medical Centre,2 Alder Hills Industrial Estate,Alder Park,,Poole,BH12 4AY,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH12 4AY, United Kingdom","(50.740092675643034, -1.9113020375704395, 0.0)",50.740092675643034,-1.9113020375704395,0.0\nHelston Medical Centre,Trelawney Road,,,Helston,TR13 8AU,South West,"Helston, South West England, England, TR13 8AU, United Kingdom","(50.0995922520266, -5.270081244139074, 0.0)",50.0995922520266,-5.270081244139074,0.0\nHenfield Medical Centre,Deer Park,,,Henfield,BN5 9JQ,South East,"Henfield, Horsham, West Sussex, South East England, England, BN5 9JQ, United Kingdom","(50.936718346244334, -0.27626959643645965, 0.0)",50.936718346244334,-0.27626959643645965,0.0\nHertford Theatre,The Wash,,,Hertford,SG14 1PS,East of England,"Hertford, East Hertfordshire, Hertfordshire, East of England, England, SG14 1PS, United Kingdom","(51.79629742319638, -0.07978249142977213, 0.0)",51.79629742319638,-0.07978249142977213,0.0\nHetherington Group Practice,18 Hetherington Road,,,London,SW4 7NU,London,"London Borough of Lambeth, London, Greater London, England, SW4 7NU, United Kingdom","(51.46093246739428, -0.12823027090007055, 0.0)",51.46093246739428,-0.12823027090007055,0.0\n"Highlands Surgery, Branch Site",1446 London Road,,,Leigh-on-Sea,SS9 2UT,East of England,"Leigh-on-Sea, Southend-on-Sea, East of England, England, SS9 2UT, United Kingdom","(51.54796898182553, 0.6341349324293899, 0.0)",51.54796898182553,0.6341349324293899,0.0\nHillfoot,126 Owlcotes Road,,,Pudsey,LS28 7QR,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS28 7QR, United Kingdom","(53.7998529300176, -1.6874166648421187, 0.0)",53.7998529300176,-1.6874166648421187,0.0\nHinckley Leisure Centre,Argents Mead,,,Hinckley,LE10 1BZ,Midlands,,,,,\nHindu Temple,Apple Tree Centre,Ilfield Avenue,,Crawley,RH11 0AF,South East,"Crawley, West Sussex, South East England, England, RH11 0AF, United Kingdom","(51.13017441920981, -0.21082376579502243, 0.0)",51.13017441920981,-0.21082376579502243,0.0\nHolbrooks Health Team,71-77 Wheelwright Lane,,,Coventry,CV6 4HN,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV6 4HN, United Kingdom","(52.44887358155176, -1.511370851320297, 0.0)",52.44887358155176,-1.511370851320297,0.0\nHolme Valley Memorial Hospital,Holme Valley Memorial Hospital,Huddersfield Road,,Holmfirth,HD9 3TS,North East and Yorkshire,"Holme Valley, Holmfirth, Kirklees, West Yorkshire, Yorkshire and the Humber, England, HD9 3TS, United Kingdom","(53.57871024270213, -1.78455018001214, 0.0)",53.57871024270213,-1.78455018001214,0.0\nHolmhurst Surgery,12 Thornton Side,Watercolour,,Redhill,RH1 2NP,South East,"Merstham, Reigate and Banstead, Surrey, South East England, England, RH1 2NP, United Kingdom","(51.25234701874331, -0.15320728138214687, 0.0)",51.25234701874331,-0.15320728138214687,0.0\nHolsworthy Medical Centre,Holsworthy Medical Centre,Dobles Lane,,Holsworthy,EX22 6GH,South West,"Holsworthy, Torridge, Devon, South West England, England, EX22 6GH, United Kingdom","(50.818976, -4.3502955, 0.0)",50.818976,-4.3502955,0.0\nHoly Trinity R C Parish,71 Wickhay,,,Basildon,SS15 5AD,East of England,"Basildon, Essex, East of England, England, SS15 5AD, United Kingdom","(51.56881358221959, 0.4474037160928781, 0.0)",51.56881358221959,0.4474037160928781,0.0\nHorfield Health Centre,Lockleaze Road,,,Bristol,BS7 9RR,South West,"Bristol, City of Bristol, South West England, England, BS7 9RR, United Kingdom","(51.48999523840271, -2.576486712080542, 0.0)",51.48999523840271,-2.576486712080542,0.0\nHornchurch Library,North Street,,,Hornchurch,RM11 1TB,London,"London Borough of Havering, London, Greater London, England, RM11 1TB, United Kingdom","(51.56490039052198, 0.22055145686627586, 0.0)",51.56490039052198,0.22055145686627586,0.0\nHorsefair Practice Group Hillsprings Surgery,Lovett Court,,,Rugeley,WS15 2RH,Midlands,"Rugeley, Cannock Chase, Staffordshire, West Midlands, England, WS15 2RH, United Kingdom","(52.76305630147456, -1.9489048553803618, 0.0)",52.76305630147456,-1.9489048553803618,0.0\nHoughton Primary Care Centre,Houghton Primary Care Centre,Brinkburn Crescent,,Houghton Le Spring,DH4 5HB,North East and Yorkshire,"Sunderland, North East England, England, DH4 5HB, United Kingdom","(54.84584543321768, -1.4776466764886815, 0.0)",54.84584543321768,-1.4776466764886815,0.0\nHoveton Village Hall,Stalham Road,Hoveton,,Norwich,NR12 8DU,East of England,"Hoveton, North Norfolk, Norfolk, East of England, England, NR12 8DU, United Kingdom","(52.7172477447907, 1.421393232885629, 0.0)",52.7172477447907,1.421393232885629,0.0\nHumberstone Medical Centre,Humberstone Medical Centre,150 Wycombe Road,,Leicester,LE5 0PR,Midlands,"City of Leicester, East Midlands, England, LE5 0PR, United Kingdom","(52.64512706966857, -1.085670611792479, 0.0)",52.64512706966857,-1.085670611792479,0.0\nHume Street Medical Centre,Hume Street Medical Centre,Hume Street,,Kidderminster,DY11 6SF,Midlands,"Kidderminster, Wyre Forest, Worcestershire, West Midlands, England, DY11 6SF, United Kingdom","(52.38422507103643, -2.2611061836809268, 0.0)",52.38422507103643,-2.2611061836809268,0.0\nHuntingdon Road Surgery,1 Huntingdon Road,,,Cambridge,CB3 0DB,East of England,"Cambridge, Cambridgeshire, East of England, England, CB3 0DB, United Kingdom","(52.2142766431325, 0.11000858796742498, 0.0)",52.2142766431325,0.11000858796742498,0.0\nHuyton One Stop Shop,Knowsley Council,Archway Road,,Liverpool,L36 9UX,North West,"Huyton Village, Bakers Green, Huyton, Knowsley, North West England, England, L36 9UX, United Kingdom","(53.41172065517489, -2.8407574226576426, 0.0)",53.41172065517489,-2.8407574226576426,0.0\nHyde Leisure Centre,Walker Lane,,,Hyde,SK14 5PL,North West,"Tameside, Greater Manchester, North West England, England, SK14 5PL, United Kingdom","(53.450594162529434, -2.0679628162485124, 0.0)",53.450594162529434,-2.0679628162485124,0.0\nHythe Centre,36 Thorpe Road,,,Staines-Upon-Thames,TW18 3HD,South East,"Egham Hythe, Runnymede, Surrey, South East England, England, TW18 3HD, United Kingdom","(51.42969376770238, -0.5222931617849849, 0.0)",51.42969376770238,-0.5222931617849849,0.0\nICC,Integrated Care Centre,New Radcliffe Street,,Oldham,OL1 1NL,North West,"Oldham, Greater Manchester, North West England, England, OL1 1NL, United Kingdom","(53.5427531, -2.117523, 0.0)",53.5427531,-2.117523,0.0\nIMWS Al-Hikmah Centre,28 Track Road,,,Batley,WF17 7AA,North East and Yorkshire,"Kirklees, West Yorkshire, Yorkshire and the Humber, England, WF17 7AA, United Kingdom","(53.70310515658635, -1.64231169844499, 0.0)",53.70310515658635,-1.64231169844499,0.0\nIreland Wood Surgery,Iveson Approach,,,Leeds,LS16 6FR,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS16 6FR, United Kingdom","(53.84657006252911, -1.603871344655063, 0.0)",53.84657006252911,-1.603871344655063,0.0\nIridium Medical Practice,299 Bordesley Green East,Stechford,,Birmingham,B33 8TA,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B33 8TA, United Kingdom","(52.47805225, -1.8175611499999997, 0.0)",52.47805225,-1.8175611499999997,0.0\nIrlam and Cadishead Recreation / Leisure Centre,243 Liverpool Road,Irlam,,Manchester,M44 6BR,North West,"Salford, Greater Manchester, North West England, England, M44 6BR, United Kingdom","(53.44295443240962, -2.4219186698923543, 0.0)",53.44295443240962,-2.4219186698923543,0.0\n"Isles of Scilly Health Centre (deliver to mainland - Helston Medical Centre, Trelawney Road, Helston, TR13 8AU)",The Health Centre,St Marys,,St. Mary\'s,TR21 0HE,South West,"St Mary\'s, Isles of Scilly, South West England, England, TR21 0HE, United Kingdom","(49.911611156390464, -6.30860233490855, 0.0)",49.911611156390464,-6.30860233490855,0.0\nIslip Villiage Hall,Church Lane,Islip,,Kidlington,OX5 2TA,South East,"Islip, Cherwell, Oxfordshire, South East England, England, OX5 2TA, United Kingdom","(51.82233193610289, -1.2377170110974622, 0.0)",51.82233193610289,-1.2377170110974622,0.0\nISSA Medical Centre,73 St Gregory Road,Deepdale,,Preston,PR1 6YA,North West,"Preston, Lancashire, North West England, England, PR1 6YA, United Kingdom","(53.770174266666665, -2.6873360666666666, 0.0)",53.770174266666665,-2.6873360666666666,0.0\nIvry Street Medical Practice,5 Ivry Street,,,Ipswich,IP1 3QW,East of England,"Ipswich, Suffolk, East of England, England, IP1 3QW, United Kingdom","(52.06376331961056, 1.1485560196249733, 0.0)",52.06376331961056,1.1485560196249733,0.0\nJain Community Centre,669 Stockport Road,,,Manchester,M12 4QE,North West,"Manchester, Greater Manchester, North West England, England, M12 4QE, United Kingdom","(53.45094535, -2.192434499999999, 0.0)",53.45094535,-2.192434499999999,0.0\nJCB Compact Products,Leek Road,Cheadle,,Stoke-on-Trent,ST10 2JU,Midlands,"Harewood Estate, Cheadle, Staffordshire Moorlands, Staffordshire, West Midlands, England, ST10 2JU, United Kingdom","(52.99430920755405, -2.00004820946332, 0.0)",52.99430920755405,-2.00004820946332,0.0\nJericho Health Centre,Walton Street,,,Oxford,OX2 6NW,South East,"Oxford, Oxfordshire, South East England, England, OX2 6NW, United Kingdom","(51.76029028514742, -1.2663714717928567, 0.0)",51.76029028514742,-1.2663714717928567,0.0\n"Joe Hallam Suite, Newark Showground",Lincoln Road,Winthorpe,,Newark,NG24 2NY,Midlands,"Winthorpe CP, Newark and Sherwood, Nottinghamshire, East Midlands, England, NG24 2NY, United Kingdom","(53.09598990545101, -0.7650781547363464, 0.0)",53.09598990545101,-0.7650781547363464,0.0\nJohn Coupland Hospital,John Coupland Hospital,Ropery Road,,Gainsborough,DN21 2TJ,Midlands,"Gainsborough CP, West Lindsey, Lincolnshire, East Midlands, England, DN21 2TJ, United Kingdom","(53.411845664601, -0.7847913922108408, 0.0)",53.411845664601,-0.7847913922108408,0.0\nJohn Scott Health Centre,John Scott Health Centre,Green Lanes,,London,N4 2NU,London,"London Borough of Hackney, London, Greater London, England, N4 2NU, United Kingdom","(51.568530523694385, -0.09375745199992237, 0.0)",51.568530523694385,-0.09375745199992237,0.0\nJubilee Centre,Jubilee Centre,Recreation Way,Mildenhall,Bury St. Edmunds,IP28 7HG,East of England,"Mildenhall, West Suffolk, Suffolk, East of England, England, IP28 7HG, United Kingdom","(52.342024097314905, 0.513764010604597, 0.0)",52.342024097314905,0.513764010604597,0.0\nJubilee House,Midlands and Lancashire CSU,Lancashire Business Park,,Leyland,PR26 6TR,North West,"Farington, Leyland, South Ribble, Lancashire, North West England, England, PR26 6TR, United Kingdom","(53.70765723485085, -2.6941058796130957, 0.0)",53.70765723485085,-2.6941058796130957,0.0\nJubilee Medical Centre,Pioneering Care Centre,Carers Way,,Newton Aycliffe,DL5 4SE,North East and Yorkshire,"Great Aycliffe, Newton Aycliffe, County Durham, North East England, England, DL5 4SE, United Kingdom","(54.62965647324788, -1.5802216776241238, 0.0)",54.62965647324788,-1.5802216776241238,0.0\nKC Stadium,The Circle,Anlaby Road,,Hull,HU3 6HU,North East and Yorkshire,"Kingston upon Hull, Yorkshire and the Humber, England, HU3 6HU, United Kingdom","(53.746209050157205, -0.3677425957333237, 0.0)",53.746209050157205,-0.3677425957333237,0.0\nKeats Grove Surgery,17 Keats Grove,,,Wolverhampton,WV10 8LY,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV10 8LY, United Kingdom","(52.61456126324464, -2.099545602728874, 0.0)",52.61456126324464,-2.099545602728874,0.0\nKeepmoat Stadium,Stadium Way,,,Doncaster,DN4 5JW,North East and Yorkshire,"Doncaster, Yorkshire and the Humber, England, DN4 5JW, United Kingdom","(53.5098211678717, -1.1137696047721202, 0.0)",53.5098211678717,-1.1137696047721202,0.0\nKennington Health Centre,200 Kennington Road,Kennington,,Oxford,OX1 5PY,South East,"Kennington, Vale of White Horse, Oxfordshire, South East England, England, OX1 5PY, United Kingdom","(51.71765577273971, -1.244645491436526, 0.0)",51.71765577273971,-1.244645491436526,0.0\nKensington Portakabin,Jubilee Sports Bank,Jubilee Drive,,Liverpool,L7 8SJ,North West,"Kensington Fields, Kensington, Liverpool, North West England, England, L7 8SJ, United Kingdom","(53.40805419350053, -2.9542155687904375, 0.0)",53.40805419350053,-2.9542155687904375,0.0\nKepple Building,Ashton Road West,Failsworth,,Oldham,M35 0AD,North West,"Oldham, Greater Manchester, North West England, England, M35 0AD, United Kingdom","(53.50983855788375, -2.156748934166963, 0.0)",53.50983855788375,-2.156748934166963,0.0\nKerseley Green Surgery,Keresley Green Medical Centre,Bennetts Road South,,Coventry,CV6 2FL,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV6 2FL, United Kingdom","(52.43799441678353, -1.5310851569247512, 0.0)",52.43799441678353,-1.5310851569247512,0.0\nKeston Medical Practice,Purley War Memorial Hospital,856 Brighton Road,,Purley,CR8 2YL,London,"London Borough of Croydon, London, Greater London, England, CR8 2YL, United Kingdom","(51.34045161375711, -0.11464784959525151, 0.0)",51.34045161375711,-0.11464784959525151,0.0\nKhattak HUB,The Memorial Health Centre,309 Bolton Road,Small Heath,Birmingham,B10 0AU,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B10 0AU, United Kingdom","(52.46574820323754, -1.8615449497774004, 0.0)",52.46574820323754,-1.8615449497774004,0.0\nKibworth Medical Centre,Smeeton Road,Kibworth Beauchamp,,Leicester,LE8 0LG,Midlands,"Kibworth Beauchamp, Harborough, Leicestershire, East Midlands, England, LE8 0LG, United Kingdom","(52.53537585000001, -0.996526, 0.0)",52.53537585000001,-0.996526,0.0\nKidderminster Medical Centre,Waterloo Street,,,Kidderminster,DY10 2BG,Midlands,"Kidderminster, Wyre Forest, Worcestershire, West Midlands, England, DY10 2BG, United Kingdom","(52.38902582214174, -2.24664029926164, 0.0)",52.38902582214174,-2.24664029926164,0.0\nKildonan House,Ramsbottom Road,Horwich,,Bolton,BL6 5NW,North West,"Horwich, Bolton, Greater Manchester, North West England, England, BL6 5NW, United Kingdom","(53.59478791485961, -2.545363197926725, 0.0)",53.59478791485961,-2.545363197926725,0.0\nKilton Forest Community Centre,15 Longhurst,,,Worksop,S81 0DA,North East and Yorkshire,"Worksop, Bassetlaw, Nottinghamshire, East Midlands, England, S81 0DA, United Kingdom","(53.317927355995934, -1.1039354333101634, 0.0)",53.317927355995934,-1.1039354333101634,0.0\nKings Heath Centre,North Oval,,,Northampton,NN5 7LN,Midlands,"Northampton, West Northamptonshire, East Midlands, England, NN5 7LN, United Kingdom","(52.25589706408209, -0.9214201081096869, 0.0)",52.25589706408209,-0.9214201081096869,0.0\nKings House,King\'s House,245 Ampthill Road,,Bedford,MK42 9AZ,East of England,"Bedford, East of England, England, MK42 9AZ, United Kingdom","(52.119113018429225, -0.4771925552158316, 0.0)",52.119113018429225,-0.4771925552158316,0.0\nKings Meadow,Kings Meadow Campus,Lenton Lane,,Nottingham,NG7 2NR,Midlands,"Lenton Lane Industrial Estate, Dunkirk, City of Nottingham, East Midlands, England, NG7 2NR, United Kingdom","(52.9337570315334, -1.1701656312410151, 0.0)",52.9337570315334,-1.1701656312410151,0.0\nKing\'s Medical Practice,King Edward Street,,,Normanton,WF6 2AZ,North East and Yorkshire,"Normanton, Altofts, Wakefield, West Yorkshire, Yorkshire and the Humber, England, WF6 2AZ, United Kingdom","(53.700579713937735, -1.4177021800531997, 0.0)",53.700579713937735,-1.4177021800531997,0.0\nKingsbury Mandir,211 Kingsbury Road,,,London,NW9 8AQ,London,NW9 8AQ,"(51.58213251545149, -0.25781985452130624, 0.0)",51.58213251545149,-0.25781985452130624,0.0\nKingsmead Medical Centre,2 Kingsmead Square,Regency Way,,Northwich,CW9 8UW,North West,"Kingsmead, Cheshire West and Chester, North West England, England, CW9 8UW, United Kingdom","(53.24310407187321, -2.5196246672910303, 0.0)",53.24310407187321,-2.5196246672910303,0.0\nKingstanding Circle Surgery,26 Rough Road,,,Birmingham,B44 0UY,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B44 0UY, United Kingdom","(52.55384682589706, -1.8819490176687956, 0.0)",52.55384682589706,-1.8819490176687956,0.0\nKingston Crescent Surgery,92 Kingston Crescent,,,Portsmouth,PO2 8AL,South East,"Portsmouth, South East England, England, PO2 8AL, United Kingdom","(50.813132, -1.0816733, 0.0)",50.813132,-1.0816733,0.0\nKingsway Health Centre,Kingsway Primary Care Centre,385 Dunstable Road,,Luton,LU4 8BY,East of England,"Luton, East of England, England, LU4 8BY, United Kingdom","(51.889851862499995, -0.4419843, 0.0)",51.889851862499995,-0.4419843,0.0\nKingswinford Community Centre,High Street,,,Kingswinford,DY6 8AP,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, DY6 8AP, United Kingdom","(52.497528583939555, -2.1634417005376694, 0.0)",52.497528583939555,-2.1634417005376694,0.0\nKingswood Health Centre,Alma Road,Kingswood,,Bristol,BS15 4EJ,South West,"South Gloucestershire, South West England, England, BS15 4EJ, United Kingdom","(51.463060457909705, -2.4999224792885935, 0.0)",51.463060457909705,-2.4999224792885935,0.0\nKingswood Health Centre,Kingswood Medical Centre,10 School Lane,Kingswood,Hull,HU7 3JQ,North East and Yorkshire,"Kingston upon Hull, Yorkshire and the Humber, England, HU7 3JQ, United Kingdom","(53.801185034563694, -0.3533106533263375, 0.0)",53.801185034563694,-0.3533106533263375,0.0\nKippax Health Centre,Gibson Lane,Kippax,,Leeds,LS25 7JN,North East and Yorkshire,"Kippax, Great Preston, Leeds, West Yorkshire, Yorkshire and the Humber, England, LS25 7JN, United Kingdom","(53.7716723, -1.3708395, 0.0)",53.7716723,-1.3708395,0.0\nKirkburton Health Centre,Shelley Lane,Kirkburton,,Huddersfield,HD8 0SJ,North East and Yorkshire,"Kirkburton, Kirklees, West Yorkshire, Yorkshire and the Humber, England, HD8 0SJ, United Kingdom","(53.60854360014756, -1.7009474873608301, 0.0)",53.60854360014756,-1.7009474873608301,0.0\nKirkley Mill,Clifton Road,,,Lowestoft,NR33 0HF,East of England,"Lowestoft, East Suffolk, Suffolk, East of England, England, NR33 0HF, United Kingdom","(52.46772260075925, 1.743569354303778, 0.0)",52.46772260075925,1.743569354303778,0.0\nKnowle West Healthy Living Centre,Knowle West Health Park,Downton Road,Knowle,Bristol,BS4 1WH,South West,"Bristol, City of Bristol, South West England, England, BS4 1WH, United Kingdom","(51.42877157476721, -2.5962346356525323, 0.0)",51.42877157476721,-2.5962346356525323,0.0\nKnutsford District Community Hospital,Bexton Road,,,Knutsford,WA16 0BT,North West,"Knutsford, Cheshire East, North West England, England, WA16 0BT, United Kingdom","(53.30202844384876, -2.3785151036141645, 0.0)",53.30202844384876,-2.3785151036141645,0.0\nLadies Walk Surgery,90 Thornhill Park Road,,,Southampton,SO18 5TS,South East,"Bitterne, Southampton, South East England, England, SO18 5TS, United Kingdom","(50.914758455355205, -1.3325428226093998, 0.0)",50.914758455355205,-1.3325428226093998,0.0\nLake Road Health Centre,Nutfield Place,,,Portsmouth,PO1 4JT,South East,"Portsmouth, South East England, England, PO1 4JT, United Kingdom","(50.804824992891255, -1.078356312613569, 0.0)",50.804824992891255,-1.078356312613569,0.0\nLakeside Cottingham Road Surgery,Cottingham Road,,,Corby,NN17 2UR,Midlands,"Corby, North Northamptonshire, East Midlands, England, NN17 2UR, United Kingdom","(52.490567680407274, -0.712653498250777, 0.0)",52.490567680407274,-0.712653498250777,0.0\nLakeside Country Club,Wharf Road,Frimley Green,,Camberley,GU16 6PT,South East,"Surrey Heath, Surrey, South East England, England, GU16 6PT, United Kingdom","(51.30263358494216, -0.7203169087139639, 0.0)",51.30263358494216,-0.7203169087139639,0.0\nLancing Parish Hall,Parish Hall,96 South Street,,Lancing,BN15 8AJ,South East,"Lancing, Adur, West Sussex, South East England, England, BN15 8AJ, United Kingdom","(50.82384297637882, -0.32366542631640444, 0.0)",50.82384297637882,-0.32366542631640444,0.0\nLane End Medical Group,2 Penshurst Gardens,,,Edgware,HA8 9GJ,London,HA8 9GJ,"(51.61528691577501, -0.274865788759847, 0.0)",51.61528691577501,-0.274865788759847,0.0\nLangdale Centre,Langdale Gardens,,,Wallsend,NE28 0HG,North East and Yorkshire,"North Tyneside, North East England, England, NE28 0HG, United Kingdom","(55.007193794489254, -1.498119935425556, 0.0)",55.007193794489254,-1.498119935425556,0.0\nLangley Health Centre,Common Road,Langley,,Slough,SL3 8LE,South East,"Slough, South East England, England, SL3 8LE, United Kingdom","(51.495312909315224, -0.5412842006951534, 0.0)",51.495312909315224,-0.5412842006951534,0.0\nLarruperz Centre,Larruperz Centre,Grammar School Close,,Ross-on-Wye,HR9 7QD,Midlands,"Ross-on-Wye, Herefordshire, West Midlands, England, HR9 7QD, United Kingdom","(51.91506749431453, -2.576513026748152, 0.0)",51.91506749431453,-2.576513026748152,0.0\nLavenham Branch Surgery,36 Church Street,Lavenham,,Sudbury,CO10 9SA,East of England,"Lavenham, Babergh, Suffolk, East of England, England, CO10 9SA, United Kingdom","(52.105829767623916, 0.7937392157045676, 0.0)",52.105829767623916,0.7937392157045676,0.0\nLeagrave Centre,Strangers Way,,,Luton,LU4 9ND,East of England,"Luton, East of England, England, LU4 9ND, United Kingdom","(51.90241639780661, -0.4707057806887073, 0.0)",51.90241639780661,-0.4707057806887073,0.0\nLeatherhead Hospital,Poplar Road,Leatherhead,,Surrey,KT22 8SD,South East,"Leatherhead, Surrey, South East England, England, KT22 8SD, United Kingdom","(51.29551775154283, -0.3197082593331315, 0.0)",51.29551775154283,-0.3197082593331315,0.0\nLedbury Community Hall,Lawnside Road,,,Ledbury,HR8 2AE,Midlands,"Ledbury, Herefordshire, West Midlands, England, HR8 2AE, United Kingdom","(52.03843494857559, -2.425474772838593, 0.0)",52.03843494857559,-2.425474772838593,0.0\nLee Jones Community Centre,Limekiln Lane,,,Liverpool,L5 8SN,North West,"Liverpool, North West England, England, L5 8SN, United Kingdom","(53.42027571982039, -2.984524126322737, 0.0)",53.42027571982039,-2.984524126322737,0.0\nLeigh Leisure Centre,Sale Way,Leigh Sports Village,,Leigh,WN7 4JY,North West,"Wigan, Greater Manchester, North West England, England, WN7 4JY, United Kingdom","(53.49040127243031, -2.5322727575573714, 0.0)",53.49040127243031,-2.5322727575573714,0.0\nLeighton Buzzard Rugby Club,Leighton Road,Stanbridge,,Leighton Buzzard,LU7 9HR,East of England,"Stanbridge, Central Bedfordshire, East of England, England, LU7 9HR, United Kingdom","(51.90907968485906, -0.6169385568985231, 0.0)",51.90907968485906,-0.6169385568985231,0.0\nLever Chambers,Lever Chambers,27 Ashburner Street,,Bolton,BL1 1SQ,North West,BL1 1SQ,"(53.5768804, -2.4309817, 0.0)",53.5768804,-2.4309817,0.0\nLiberty Bridge (Sir Ludwig Guttman),Ludwig Guttman Centre,40 Liberty Bridge Road,Stratford,London,E20 1AS,London,"East Village, Stratford Marsh, London Borough of Newham, London, Greater London, England, E20 1AS, United Kingdom","(51.548067439431016, -0.006209518107843137, 0.0)",51.548067439431016,-0.006209518107843137,0.0\nLife Centre,235 Washway Road,,,Sale,M33 4BP,North West,"Trafford, Greater Manchester, North West England, England, M33 4BP, United Kingdom","(53.4150607976324, -2.336594877144805, 0.0)",53.4150607976324,-2.336594877144805,0.0\nLincolnshire Showground,Grange-de-Lings,,,Lincoln,LN2 2NA,Midlands,"North Carlton CP, West Lindsey, Lincolnshire, East Midlands, England, LN2 2NA, United Kingdom","(53.28639198474584, -0.5439423696904404, 0.0)",53.28639198474584,-0.5439423696904404,0.0\nLingwell Croft,16 Shelldrake Drive,Middleton,,Leeds,LS10 3NB,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS10 3NB, United Kingdom","(53.74996987308547, -1.5350492574649313, 0.0)",53.74996987308547,-1.5350492574649313,0.0\nLinthorpe Surgery North Ormesby Branch,North Ormesby Health Village,1 Trinity Mews,North Ormesby,Middlesbrough,TS3 6AL,North East and Yorkshire,"North Ormesby Health Village, North Ormesby, Middlesbrough, North East England, England, TS3 6AL, United Kingdom","(54.57180417909943, -1.2161809000336157, 0.0)",54.57180417909943,-1.2161809000336157,0.0\nLintonville,Lintonville Terrace,,,Ashington,NE63 9UT,North East and Yorkshire,"Ashington, Northumberland, North East England, England, NE63 9UT, United Kingdom","(55.183808662870995, -1.5703170993585762, 0.0)",55.183808662870995,-1.5703170993585762,0.0\nLionwood Medical Practice,30a Wellesley Avenue North,,,Norwich,NR1 4NU,East of England,"Norwich, Norfolk, East of England, England, NR1 4NU, United Kingdom","(52.633213663173294, 1.319547253545246, 0.0)",52.633213663173294,1.319547253545246,0.0\nLisle Court Medical Centre,Lisle Court,Brunswick Street,,Leamington Spa,CV31 2ES,Midlands,CV31 2ES,"(52.28084482867429, -1.530941801476467, 0.0)",52.28084482867429,-1.530941801476467,0.0\nLister Medical Centre,Lister House Health Centre,Abercrombie Way,,Harlow,CM18 6YJ,East of England,"Harlow, Essex, East of England, England, CM18 6YJ, United Kingdom","(51.754509391104904, 0.09033785417031914, 0.0)",51.754509391104904,0.09033785417031914,0.0\nLittle Hulton Medical Centre,Longshaw Drive,Worsley,,Manchester,M28 0BB,North West,"Salford, Greater Manchester, North West England, England, M28 0BB, United Kingdom","(53.527112704232565, -2.418654814319636, 0.0)",53.527112704232565,-2.418654814319636,0.0\nLittle Paxton,40 High Street,Little Paxton,,St. Neots,PE19 6EY,East of England,"Little Paxton, Huntingdonshire, Cambridgeshire, East of England, England, PE19 6EY, United Kingdom","(52.25072705, -0.25951894999999875, 0.0)",52.25072705,-0.25951894999999875,0.0\nLittle Thornton Theatre,Fleetwood Road North,Thornton-Cleveleys,,Thornton le Cleveley,FY5 3SZ,North West,"Wyre, Lancashire, North West England, England, FY5 3SZ, United Kingdom","(53.872524, -3.0116503666666667, 0.0)",53.872524,-3.0116503666666667,0.0\nLittleborough Sports Centre,Calderbrook Road,,,Littleborough,OL15 9JN,North West,"Rochdale, Greater Manchester, North West England, England, OL15 9JN, United Kingdom","(53.65124921588162, -2.1002525082130226, 0.0)",53.65124921588162,-2.1002525082130226,0.0\nLittlewick,Nottingham Road,,,Ilkeston,DE7 5PR,Midlands,"Erewash, Derbyshire, East Midlands, England, DE7 5PR, United Kingdom","(52.966553350717106, -1.3048468065475516, 0.0)",52.966553350717106,-1.3048468065475516,0.0\nLocke House,Locke House,The Railings,Woodside Park,Rugby,CV21 2AW,Midlands,"Rugby, Warwickshire, West Midlands, England, CV21 2AW, United Kingdom","(52.37953544252523, -1.2593796478502384, 0.0)",52.37953544252523,-1.2593796478502384,0.0\nLockwood GP Surgery,Wyre Civic Centre,Breck Road,,Poulton-Le-Fylde,FY6 7PU,North West,"Wyre, Lancashire, North West England, England, FY6 7PU, United Kingdom","(53.850881, -2.9893676, 0.0)",53.850881,-2.9893676,0.0\nLodgeside Surgery,22 Lodgeside Avenue,,,Bristol,BS15 1WW,South West,"Bristol, City of Bristol, South West England, England, BS15 1WW, United Kingdom","(51.46812692572471, -2.5172772534295818, 0.0)",51.46812692572471,-2.5172772534295818,0.0\n"London Lane Clinic, Kinnaird House",Kinnaird House,37-39 London Lane,,Bromley,BR1 4HB,London,"London Borough of Bromley, London, Greater London, England, BR1 4HB, United Kingdom","(51.415222885379336, 0.008652959754608218, 0.0)",51.415222885379336,0.008652959754608218,0.0\nLong Catlis Road Surgery,Parkwood Health Centre,Long Catlis Road,,Gillingham,ME8 9PR,South East,"Parkwood Shopping Centre, Parkwood, Gillingham, Medway, South East England, England, ME8 9PR, United Kingdom","(51.348325373694664, 0.5955792832495076, 0.0)",51.348325373694664,0.5955792832495076,0.0\nLong Eaton HC,Midland Street,Long Eaton,,Nottingham,NG10 1RY,Midlands,"Long Eaton, Erewash, Derbyshire, East Midlands, England, NG10 1RY, United Kingdom","(52.90134858910111, -1.272656991933363, 0.0)",52.90134858910111,-1.272656991933363,0.0\nLong Lee,172a Long Lee Lane,Long Lee,,Keighley,BD21 4TT,North East and Yorkshire,"Keighley, Exley Head, Bradford, West Yorkshire, Yorkshire and the Humber, England, BD21 4TT, United Kingdom","(53.859161990684626, -1.8878183154126087, 0.0)",53.859161990684626,-1.8878183154126087,0.0\nLongton Health Centre,Drayton Road,Longton,,Stoke-On-Trent,ST3 1EQ,Midlands,"Stoke-on-Trent, West Midlands, England, ST3 1EQ, United Kingdom","(52.99206543575442, -2.1353934236541745, 0.0)",52.99206543575442,-2.1353934236541745,0.0\nLoomer Road Surgery,Loomer Road,Chesterton,,Newcastle,ST5 7JS,Midlands,"Newcastle-under-Lyme, Staffordshire, West Midlands, England, ST5 7JS, United Kingdom","(53.03234921802553, -2.2656805038057386, 0.0)",53.03234921802553,-2.2656805038057386,0.0\nLord Butler Lesiure Centre,Peaslands Road,,,Saffron Walden,CB11 3EG,East of England,"Saffron Walden, Uttlesford, Essex, East of England, England, CB11 3EG, United Kingdom","(52.01549998803878, 0.25165656710929774, 0.0)",52.01549998803878,0.25165656710929774,0.0\nLords Meadow Leisure Centre,Commercial Road,Lords Meadow Industrial Estate,,Crediton,EX17 1ER,South West,"Crediton, Mid Devon, Devon, South West England, England, EX17 1ER, United Kingdom","(50.79135565466956, -3.643825670844163, 0.0)",50.79135565466956,-3.643825670844163,0.0\nLordship Lane Health Centre,Lordship Lane Clinic,239 Lordship Lane,,London,N17 6AA,London,"London Borough of Haringey, London, Greater London, England, N17 6AA, United Kingdom","(51.59776315189201, -0.082050988002961, 0.0)",51.59776315189201,-0.082050988002961,0.0\nLordswood HLC,Sultan Road,,,Chatham,ME5 8TJ,South East,"Chatham, Medway, South East England, England, ME5 8TJ, United Kingdom","(51.33186177477597, 0.5456346879464805, 0.0)",51.33186177477597,0.5456346879464805,0.0\nLouth Hospital,High Holme Road,,,Louth,LN11 0EU,Midlands,"Louth, East Lindsey, Lincolnshire, East Midlands, England, LN11 0EU, United Kingdom","(53.37100987086988, -0.008582101410763293, 0.0)",53.37100987086988,-0.008582101410763293,0.0\nLow Grange Health Village,Normanby Road,,,Middlesbrough,TS6 6TD,North East and Yorkshire,"Low Grange Farm District Centre, South Bank, Redcar and Cleveland, North East England, England, TS6 6TD, United Kingdom","(54.5727458, -1.1603574, 0.0)",54.5727458,-1.1603574,0.0\nLow Moor,29 The Plantations,,,Bradford,BD12 0TH,North East and Yorkshire,"Bradford, West Yorkshire, Yorkshire and the Humber, England, BD12 0TH, United Kingdom","(53.75384997564379, -1.7698965690649793, 0.0)",53.75384997564379,-1.7698965690649793,0.0\nLowfield Surgery,5 Lowfield Road,Shaw Heath,,Stockport,SK2 6RW,North West,"Stockport, Greater Manchester, North West England, England, SK2 6RW, United Kingdom","(53.40011659316824, -2.1564049040918185, 0.0)",53.40011659316824,-2.1564049040918185,0.0\nLunesdale Surgery,Wellington Court,Kirkby Lonsdale,,Carnforth,LA6 2HQ,North West,"Kirkby Lonsdale, South Lakeland, Cumbria, North West England, England, LA6 2HQ, United Kingdom","(54.20057310557237, -2.6022131270286017, 0.0)",54.20057310557237,-2.6022131270286017,0.0\nLydd Airport,Lydd Airport,Lydd,,Romney Marsh,TN29 9QL,South East,"Lydd, Folkestone and Hythe, Kent, South East England, England, TN29 9QL, United Kingdom","(50.9544509, 0.9330286, 0.0)",50.9544509,0.9330286,0.0\nLyme Valley MC,Lyme Valley Road,,,Newcastle under Lyme,ST5 3TF,Midlands,"Newcastle-under-Lyme, Staffordshire, West Midlands, England, ST5 3TF, United Kingdom","(53.00628753479456, -2.223750645722332, 0.0)",53.00628753479456,-2.223750645722332,0.0\nLyng Community Centre,Lyng Centre For Health,Frank Fisher Way,,West Bromwich,B70 7AW,Midlands,"Sandwell, West Midlands Combined Authority, West Midlands, England, B70 7AW, United Kingdom","(52.51600286820888, -1.9979817523647583, 0.0)",52.51600286820888,-1.9979817523647583,0.0\nLytham PCC,Lytham PCC,Victoria Street,,Lytham St. Annes,FY8 5DZ,North West,"Fylde, Lancashire, North West England, England, FY8 5DZ, United Kingdom","(53.73955959144742, -2.950370493456134, 0.0)",53.73955959144742,-2.950370493456134,0.0\nMaghull Town Hall,Hall Lane,Maghull,,Liverpool,L31 7BB,North West,"Maghull, Sefton, North West England, England, L31 7BB, United Kingdom","(53.50729149929905, -2.9450897675121004, 0.0)",53.50729149929905,-2.9450897675121004,0.0\nMaidenhead Town Hall,Town Hall,St Ives Road,,Maidenhead,SL6 1RF,South East,"Windsor and Maidenhead, South East England, England, SL6 1RF, United Kingdom","(51.52195069918642, -0.718662487852804, 0.0)",51.52195069918642,-0.718662487852804,0.0\nMaldon District Council Offices,Princes Road,,,Maldon,CM9 5DL,East of England,"Maldon, Heybridge, Maldon, Essex, East of England, England, CM9 5DL, United Kingdom","(51.728690798822136, 0.680709162393728, 0.0)",51.728690798822136,0.680709162393728,0.0\nMalmesbury Primary Care Centre,Priory Way,,,Malmesbury,SN16 0FB,South West,"St. Paul Malmesbury Without, Malmesbury, Wiltshire, South West England, England, SN16 0FB, United Kingdom","(51.57778892232004, -2.094479497413035, 0.0)",51.57778892232004,-2.094479497413035,0.0\nMalthouse Surgery,The Charter,,,Abingdon,OX14 3JY,South East,"Abingdon on Thames, Vale of White Horse, Oxfordshire, South East England, England, OX14 3JY, United Kingdom","(51.672058039243, -1.2829734772622878, 0.0)",51.672058039243,-1.2829734772622878,0.0\nManchester Rugby Club,Grove Lane,Cheadle Hulme,,Cheadle,SK8 7NB,North West,"Stockport, Greater Manchester, North West England, England, SK8 7NB, United Kingdom","(53.358304752877906, -2.191244949459357, 0.0)",53.358304752877906,-2.191244949459357,0.0\nMandeville Stadium,Harvey Road,,,Aylesbury,HP21 9PP,South East,"Aylesbury, Buckinghamshire, South East England, England, HP21 9PP, United Kingdom","(51.80095830063304, -0.7999316322682499, 0.0)",51.80095830063304,-0.7999316322682499,0.0\nManor Farm Medical Centre,Mangate Street,,,Swaffham,PE37 7QN,East of England,"Swaffham, Breckland, Norfolk, East of England, England, PE37 7QN, United Kingdom","(52.648734049255324, 0.6901480910287169, 0.0)",52.648734049255324,0.6901480910287169,0.0\nManor Park Medical Centre,204 Harborough Avenue,,,Sheffield,S2 1QU,North East and Yorkshire,S2 1QU,"(53.37368724009473, -1.427161461052453, 0.0)",53.37368724009473,-1.427161461052453,0.0\nManor View Practice,Bushey Health Centre,London Road,,Bushey,WD23 2NN,East of England,"Hertsmere, Hertfordshire, East of England, England, WD23 2NN, United Kingdom","(51.6454468, -0.3741038, 0.0)",51.6454468,-0.3741038,0.0\nMarcham Road Family Health Centre,Marcham Road,,,Abingdon,OX14 1BT,South East,"Abingdon on Thames, Vale of White Horse, Oxfordshire, South East England, England, OX14 1BT, United Kingdom","(51.669579756542795, -1.3029531165362132, 0.0)",51.669579756542795,-1.3029531165362132,0.0\nMarine & Oakridge Partnership,Marine Surgery,29 Belle Vue Road,Boscombe,Bournemouth,BH6 3DB,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH6 3DB, United Kingdom","(50.72283750509041, -1.8065320439281094, 0.0)",50.72283750509041,-1.8065320439281094,0.0\nMarisco Medical Practice,Stanley Avenue,,,Mablethorpe,LN12 1DP,Midlands,"Mablethorpe and Sutton, East Lindsey, Lincolnshire, East Midlands, England, LN12 1DP, United Kingdom","(53.33867591376532, 0.2577526565731077, 0.0)",53.33867591376532,0.2577526565731077,0.0\nMarket Harborough M.C,67 Coventry Road,,,Market Harborough,LE16 9BX,Midlands,"Harborough, Leicestershire, East Midlands, England, LE16 9BX, United Kingdom","(52.476758323398975, -0.9261677397096056, 0.0)",52.476758323398975,-0.9261677397096056,0.0\nMarksbury Road Surgery,Marksbury Road,Bedminster,,Bristol,BS3 5JL,South West,"Bristol, City of Bristol, South West England, England, BS3 5JL, United Kingdom","(51.43419729961401, -2.5904617120817064, 0.0)",51.43419729961401,-2.5904617120817064,0.0\nMarsh House Medical Practice,Abbey Health Centre,Finchale Avenue,,Billingham,TS23 2DG,North East and Yorkshire,"Billingham, Stockton-on-Tees, North East England, England, TS23 2DG, United Kingdom","(54.61097251716121, -1.2933889398309775, 0.0)",54.61097251716121,-1.2933889398309775,0.0\nMaryport Rugby Club,Mealpot Road,,,Maryport,CA15 6NE,North East and Yorkshire,"Maryport, Allerdale, Cumbria, North West England, England, CA15 6NE, United Kingdom","(54.71296971673581, -3.4916694978824125, 0.0)",54.71296971673581,-3.4916694978824125,0.0\nMawsley Medical Centre,School Road,Mawsley,,Kettering,NN14 1SN,Midlands,"Mawsley, North Northamptonshire, East Midlands, England, NN14 1SN, United Kingdom","(52.37654233333333, -0.8109042, 0.0)",52.37654233333333,-0.8109042,0.0\nMayfield Medical Practice Branch,The Surgery,Cromwell Road,,Bushbury,WV10 8UT,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV10 8UT, United Kingdom","(52.630602393566555, -2.115538670741055, 0.0)",52.630602393566555,-2.115538670741055,0.0\nMcLaren,Chobham Road,,,Woking,GU21 6JD,South East,"Woking, Surrey, South East England, England, GU21 6JD, United Kingdom","(51.320944060606486, -0.5575861242670255, 0.0)",51.320944060606486,-0.5575861242670255,0.0\nMeadowgreen Health Centre,1 Dyche Close,Jordanthorpe,,Sheffield,S8 8DJ,North East and Yorkshire,S8 8DJ,"(53.32326073506649, -1.4640329621950119, 0.0)",53.32326073506649,-1.4640329621950119,0.0\nMeasham Leisure Centre,High Street,Measham,,Swadlincote,DE12 7HR,Midlands,"Measham, North West Leicestershire, Leicestershire, East Midlands, England, DE12 7HR, United Kingdom","(52.70549101570315, -1.5077452036746883, 0.0)",52.70549101570315,-1.5077452036746883,0.0\nMedical Centre Bridlington - practice 3,Bridlington Medical Centre,Station Avenue,,Bridlington,YO16 4LZ,North East and Yorkshire,"Bridlington, East Riding of Yorkshire, Yorkshire and the Humber, England, YO16 4LZ, United Kingdom","(54.084738564365125, -0.2012400794839175, 0.0)",54.084738564365125,-0.2012400794839175,0.0\nMedici Medical Centre,3 Windsor Street,,,Luton,LU1 3UA,East of England,"Luton, East of England, England, LU1 3UA, United Kingdom","(51.87428842448842, -0.4180935611801691, 0.0)",51.87428842448842,-0.4180935611801691,0.0\nMedwyn Surgery,Reigate Road,,,Dorking,RH4 1SD,South East,"Dorking, Mole Valley, Surrey, South East England, England, RH4 1SD, United Kingdom","(51.23478347470515, -0.3243300717711374, 0.0)",51.23478347470515,-0.3243300717711374,0.0\nMelbourne House Surgery,Medical Centre,Parkside Court,Melbourne Avenue,Chelmsford,CM1 2DY,East of England,"Chelmsford town, Chelmsford, Essex, East of England, England, CM1 2DY, United Kingdom","(51.7492368, 0.4516709, 0.0)",51.7492368,0.4516709,0.0\nMelton Sports Village,Burton Road,,,Melton Mowbray,LE13 1DR,Midlands,"Melton, Leicestershire, East Midlands, England, LE13 1DR, United Kingdom","(52.75380824760337, -0.8764584006924885, 0.0)",52.75380824760337,-0.8764584006924885,0.0\nMeopham Medical Centre,Wrotham Road,Meopham,,Gravesend,DA13 0AH,South East,"Meopham, Gravesham, Kent, South East England, England, DA13 0AH, United Kingdom","(51.36855858841733, 0.3585422314630574, 0.0)",51.36855858841733,0.3585422314630574,0.0\nMere Lane Health Centre,49-51 Mere Lane,,,Liverpool,L5 0QW,North West,"Everton, Liverpool, North West England, England, L5 0QW, United Kingdom","(53.42583529886915, -2.968594798026014, 0.0)",53.42583529886915,-2.968594798026014,0.0\nMeridian Hall,East Court,College Lane,,East Grinstead,RH19 3LT,South East,"East Grinstead, Mid Sussex, West Sussex, South East England, England, RH19 3LT, United Kingdom","(51.12946680668612, -0.0021405623321484185, 0.0)",51.12946680668612,-0.0021405623321484185,0.0\nMerridale Medical Centre,5 Fullhurst Avenue,,,Leicester,LE3 1BL,Midlands,"City of Leicester, East Midlands, England, LE3 1BL, United Kingdom","(52.620127961625094, -1.1607601931692553, 0.0)",52.620127961625094,-1.1607601931692553,0.0\nMichael Herbert Hall,South Street,Wilton,,Salisbury,SP2 0JS,South West,"Wilton, Wiltshire, South West England, England, SP2 0JS, United Kingdom","(51.0789794, -1.8654459, 0.0)",51.0789794,-1.8654459,0.0\nMichelin MAC Sports and Conference Facility,Rose Tree Avenue,,,Stoke-on-Trent,ST4 6NL,Midlands,"Newcastle-under-Lyme, Staffordshire, West Midlands, England, ST4 6NL, United Kingdom","(52.982334950032744, -2.2068854969807337, 0.0)",52.982334950032744,-2.2068854969807337,0.0\nMiddleton Health Centre,The Health Centre Unit F1,Middleton Shopping Centre,Middleton,Manchester,M24 4EL,North West,"Rochdale, Greater Manchester, North West England, England, M24 4EL, United Kingdom","(53.548242424307155, -2.2010510384765305, 0.0)",53.548242424307155,-2.2010510384765305,0.0\nMilford on Sea War Memorial Hospital,Milford on Sea,,,Lymington,SO41 0FR,South East,"Milford-on-Sea, New Forest, Hampshire, South East England, England, SO41 0FR, United Kingdom","(50.723467708324506, -1.5908546008812423, 0.0)",50.723467708324506,-1.5908546008812423,0.0\nMillfield Medical Group,63-83 Hylton Road,,,Sunderland,SR4 7AF,North East and Yorkshire,"Sunderland, North East England, England, SR4 7AF, United Kingdom","(54.90687983894147, -1.3958183982473857, 0.0)",54.90687983894147,-1.3958183982473857,0.0\nMilton Community Hall,87 Coles Road,Milton,,Cambridge,CB24 6BL,East of England,"Milton, South Cambridgeshire, Cambridgeshire, East of England, England, CB24 6BL, United Kingdom","(52.24189718619249, 0.16233994144296537, 0.0)",52.24189718619249,0.16233994144296537,0.0\nMinehead Community Hospital,Luttrell Way,,,Minehead,TA24 6DF,South West,"Minehead, Somerset West and Taunton, Somerset, South West England, England, TA24 6DF, United Kingdom","(51.199562216389, -3.4613895073123144, 0.0)",51.199562216389,-3.4613895073123144,0.0\nMitcham Lane Baptist Church,230 Mitcham Lane,,,London,SW16 6NT,London,"London Borough of Wandsworth, London, Greater London, England, SW16 6NT, United Kingdom","(51.421634005422995, -0.14515439785358533, 0.0)",51.421634005422995,-0.14515439785358533,0.0\nMonks Park Surgery,24 Monks Park Avenue,,,Bristol,BS7 0UE,South West,"Bristol, City of Bristol, South West England, England, BS7 0UE, United Kingdom","(51.497537550889916, -2.5827452302874607, 0.0)",51.497537550889916,-2.5827452302874607,0.0\nMonkspath Surgery,Farmhouse Way,Shirley,,Solihull,B90 4EH,Midlands,"Solihull, West Midlands Combined Authority, West Midlands, England, B90 4EH, United Kingdom","(52.39134694470346, -1.7856043232356458, 0.0)",52.39134694470346,-1.7856043232356458,0.0\nMonteagle Surgery,Tesimond Drive,Blackwater,,Yateley,GU46 6FE,South East,"Yateley, Hart, Hampshire, South East England, England, GU46 6FE, United Kingdom","(51.33914854505917, -0.8475924734012379, 0.0)",51.33914854505917,-0.8475924734012379,0.0\nMontefiore Centre,The Montefiore Medical Centre,Dumpton Park Drive,,Ramsgate,CT11 8AD,South East,"Ramsgate, Thanet, Kent, South East England, England, CT11 8AD, United Kingdom","(51.33939364246639, 1.4279227717100818, 0.0)",51.33939364246639,1.4279227717100818,0.0\nMontgomery Hall,Church Street,Wath-Upon-Dearne,,Rotherham,S63 7RD,North East and Yorkshire,"Rotherham, Yorkshire and the Humber, England, S63 7RD, United Kingdom","(53.50267842350645, -1.347314385736211, 0.0)",53.50267842350645,-1.347314385736211,0.0\n"Montgomery Hall, Kennington",58 Kennington Oval,,,London,SE11 5SW,London,"London Borough of Lambeth, London, Greater London, England, SE11 5SW, United Kingdom","(51.48254796766423, -0.11378026707951922, 0.0)",51.48254796766423,-0.11378026707951922,0.0\nMoorhayes Community Centre,Lea Road,,,Tiverton,EX16 6SU,South West,"Tiverton, Chettiscombe, Mid Devon, Devon, South West England, England, EX16 6SU, United Kingdom","(50.9158038, -3.4773594, 0.0)",50.9158038,-3.4773594,0.0\nMoors Walk Surgery,123 Moors Walk,,,Welwyn Garden City,AL7 2BQ,East of England,"Welwyn Hatfield, Hertfordshire, East of England, England, AL7 2BQ, United Kingdom","(51.80116780852555, -0.17214234648169807, 0.0)",51.80116780852555,-0.17214234648169807,0.0\nMoorside,Moorside Medical Centre,681 Ripponden Road,Moorside,Oldham,OL1 4JU,North West,"Oldham, Greater Manchester, North West England, England, OL1 4JU, United Kingdom","(53.56143796611113, -2.0769562374999713, 0.0)",53.56143796611113,-2.0769562374999713,0.0\nMorecambe Football Club Mazuma Arena,Mazuma Arena,Christie Way,Westgate,Morecambe,LA4 4TB,North West,"Morecambe, Lancaster, Lancashire, North West England, England, LA4 4TB, United Kingdom","(54.060843428844294, -2.8673585497392384, 0.0)",54.060843428844294,-2.8673585497392384,0.0\nMoreton Cross Group Practice,Pasture Road Health Centre,Pasture Road,,Wirral,CH46 8SA,North West,"Wirral, North West England, England, CH46 8SA, United Kingdom","(53.40353380611822, -3.111977075665054, 0.0)",53.40353380611822,-3.111977075665054,0.0\nMorland House,London Road,Wheatley,,Oxford,OX33 1YJ,South East,"Wheatley, South Oxfordshire, Oxfordshire, South East England, England, OX33 1YJ, United Kingdom","(51.74602362197185, -1.1265720371637888, 0.0)",51.74602362197185,-1.1265720371637888,0.0\nMorton Branch Surgery,Langrigg Road,,,Carlisle,CA2 6DT,North East and Yorkshire,"Carlisle, Cumbria, North West England, England, CA2 6DT, United Kingdom","(54.8832833408498, -2.960580399041409, 0.0)",54.8832833408498,-2.960580399041409,0.0\nMossgreen Surgery,Bentilee District Centre,Dawlish Drive,,Stoke-On-Trent,ST2 0EU,Midlands,"Stoke-on-Trent, West Midlands, England, ST2 0EU, United Kingdom","(53.0130313, -2.1277795, 0.0)",53.0130313,-2.1277795,0.0\nMoulton Community Centre,Sandy Hill,Reedings,Moulton,Northampton,NN3 7AX,Midlands,"Moulton, West Northamptonshire, East Midlands, England, NN3 7AX, United Kingdom","(52.29048794201337, -0.8413646379629083, 0.0)",52.29048794201337,-0.8413646379629083,0.0\nMount Hawke,The Surgery,Short Cross Road,Mount Hawke,Truro,TR4 8UE,South West,"St. Agnes, Mount Hawke, South West England, England, TR4 8UE, United Kingdom","(50.2807544, -5.2098874, 0.0)",50.2807544,-5.2098874,0.0\nMount Pleasant Health Centre,Mount Pleasant Road,,,Exeter,EX4 7BW,South West,"Exeter, Devon, South West England, England, EX4 7BW, United Kingdom","(50.732785883495254, -3.5159239764509884, 0.0)",50.732785883495254,-3.5159239764509884,0.0\nMulberry Centre,Brent Road,,,Burnham-On-Sea,TA8 2JU,South West,"Berrow, Sedgemoor, Somerset, South West England, England, TA8 2JU, United Kingdom","(51.25977915000001, -2.9959299999999995, 0.0)",51.25977915000001,-2.9959299999999995,0.0\nMusgrove Park Medical Centre,Beaver Road,,,Ashford,TN23 7SP,South East,"Ashford, Kent, South East England, England, TN23 7SP, United Kingdom","(51.136625, 0.8649957, 0.0)",51.136625,0.8649957,0.0\nNantwich Civic Hall,4 Market Street,,,Nantwich,CW5 5NF,North West,"Nantwich, Cheshire East, North West England, England, CW5 5NF, United Kingdom","(53.0690348, -2.5200286, 0.0)",53.0690348,-2.5200286,0.0\nNarrowcliff Surgery,Narrowcliff,,,Newquay,TR7 2QF,South West,"Newquay, Porth, South West England, England, TR7 2QF, United Kingdom","(50.41765713060557, -5.070892639967736, 0.0)",50.41765713060557,-5.070892639967736,0.0\nNene Valley Surgery,Green Lane,Thrapston,,Kettering,NN14 4QL,Midlands,"Thrapston, North Northamptonshire, East Midlands, England, NN14 4QL, United Kingdom","(52.400050214691426, -0.5367221155961391, 0.0)",52.400050214691426,-0.5367221155961391,0.0\nNeston Medical Centre,14-18 Liverpool Road,,,Neston,CH64 3RA,North West,"Neston, Cheshire West and Chester, North West England, England, CH64 3RA, United Kingdom","(53.29180219851556, -3.0643501281403713, 0.0)",53.29180219851556,-3.0643501281403713,0.0\nNew Malden United Reformed Church,Malden Road,,,New Malden,KT3 6DN,London,"Royal Borough of Kingston upon Thames, London, Greater London, England, KT3 6DN, United Kingdom","(51.39723473735684, -0.25205962419635136, 0.0)",51.39723473735684,-0.25205962419635136,0.0\nNew Milton Health Centre,Spencer Road,,,New Milton,BH25 6EN,South East,"New Milton, New Forest, Hampshire, South East England, England, BH25 6EN, United Kingdom","(50.75478061087382, -1.654984496191793, 0.0)",50.75478061087382,-1.654984496191793,0.0\nNewbury Racecourse,Racecourse Road,,,Newbury,RG14 7NZ,South East,"Greenham, West Berkshire, South East England, England, RG14 7NZ, United Kingdom","(51.397026905130815, -1.3070867938257629, 0.0)",51.397026905130815,-1.3070867938257629,0.0\nNewcastle Eagles Basketball,Scotswood Road,,,Newcastle upon Tyne,NE4 7AF,North East and Yorkshire,"Newcastle upon Tyne, Tyne and Wear, North East England, England, NE4 7AF, United Kingdom","(54.963768719134464, -1.636628005287081, 0.0)",54.963768719134464,-1.636628005287081,0.0\nNewcastle Racecourse,High Gosforth Park,,,Newcastle upon Tyne,NE3 5HP,North East and Yorkshire,"North Gosforth, Newcastle upon Tyne, North East England, England, NE3 5HP, United Kingdom","(55.030528189247, -1.6094611513603283, 0.0)",55.030528189247,-1.6094611513603283,0.0\nNewgate Practice,The Health Centre,Newgate Street,,Worksop,S80 1HP,North East and Yorkshire,"Worksop, Bassetlaw, Nottinghamshire, East Midlands, England, S80 1HP, United Kingdom","(53.3009468, -1.1235917, 0.0)",53.3009468,-1.1235917,0.0\nNewholme Hospital,Baslow Road,,,Bakewell,DE45 1AD,Midlands,"Bakewell CP, Bakewell, Derbyshire Dales, Derbyshire, East Midlands, England, DE45 1AD, United Kingdom","(53.21877767846223, -1.6721376286851681, 0.0)",53.21877767846223,-1.6721376286851681,0.0\nNewport Medical Practice,22 Carisbrooke High Street,,,Newport,PO30 1NR,South East,"Newport, Isle of Wight, South East England, England, PO30 1NR, United Kingdom","(50.69167292162969, -1.3120199448588081, 0.0)",50.69167292162969,-1.3120199448588081,0.0\nNewport Pagnell Medical Centre,Queens Avenue,,,Newport Pagnell,MK16 8QT,East of England,"Newport Pagnell, Milton Keynes, South East England, England, MK16 8QT, United Kingdom","(52.08645662339731, -0.7253972247711823, 0.0)",52.08645662339731,-0.7253972247711823,0.0\nNewton Abbot Racecourse,Newton Abbot Road,,,Newton Abbot,TQ12 3AF,South West,"Kingsteignton, Ideford Combe, Teignbridge, Devon, South West England, England, TQ12 3AF, United Kingdom","(50.540841380746784, -3.5998784803223702, 0.0)",50.540841380746784,-3.5998784803223702,0.0\nNewton Heath Health Centre,Newton Heath Health Centre,2 Old Church Street,,Manchester,M40 2JF,North West,"Manchester, Greater Manchester, North West England, England, M40 2JF, United Kingdom","(53.500995305520064, -2.181198854412576, 0.0)",53.500995305520064,-2.181198854412576,0.0\nNimbuscare LVS York,Askham Bar,Tadcaster Road,Dringhouses,York,YO24 1LW,North East and Yorkshire,"York, Yorkshire and the Humber, England, YO24 1LW, United Kingdom","(53.93253078779842, -1.1148308324056662, 0.0)",53.93253078779842,-1.1148308324056662,0.0\nNorden House Surgery,Norden House,Avenue Road,Winslow,Buckingham,MK18 3DW,South East,"Winslow, Buckinghamshire, South East England, England, MK18 3DW, United Kingdom","(51.94491558131651, -0.8827475765374575, 0.0)",51.94491558131651,-0.8827475765374575,0.0\nNorth Brink Practice,7-9 North Brink,,,Wisbech,PE13 1JU,East of England,"Wisbech, Fenland, Cambridgeshire, East of England, England, PE13 1JU, United Kingdom","(52.66518105205431, 0.15638284009433473, 0.0)",52.66518105205431,0.15638284009433473,0.0\nNorth Carlisle Medical Practice,Eden Street,,,Carlisle,CA3 9JZ,North East and Yorkshire,"Carlisle, Cumbria, North West England, England, CA3 9JZ, United Kingdom","(54.9101471224299, -2.943063960728076, 0.0)",54.9101471224299,-2.943063960728076,0.0\nNorth Cotswolds Hospital,Four Shires Medical Centre,Stow Road,,Moreton-in-Marsh,GL56 0DS,South West,"Moreton-in-Marsh, Cotswold, Gloucestershire, South West England, England, GL56 0DS, United Kingdom","(51.984690456569446, -1.7052508803301225, 0.0)",51.984690456569446,-1.7052508803301225,0.0\nNorth House Surgery,Hope Street,,,Crook,DL15 9HU,North East and Yorkshire,"Crook, County Durham, North East England, England, DL15 9HU, United Kingdom","(54.717011989608515, -1.7473984462279342, 0.0)",54.717011989608515,-1.7473984462279342,0.0\nNorth Park Health Centre,290 Knowsley Road,,,Bootle,L20 5DQ,North West,"Sefton, North West England, England, L20 5DQ, United Kingdom","(53.45839236704598, -2.995993815056114, 0.0)",53.45839236704598,-2.995993815056114,0.0\nNorth Petherton Rugby Club,Beggars Brook,Taunton Road,North Petherton,Bridgwater,TA6 6NW,South West,"North Petherton, North Newton, Sedgemoor, Somerset, South West England, England, TA6 6NW, United Kingdom","(51.07791271536438, -3.0196791349299454, 0.0)",51.07791271536438,-3.0196791349299454,0.0\nNorthbourne Medical Centre,193a Upper Shoreham Road,,,Shoreham-by-Sea,BN43 6BT,South East,"Adur, West Sussex, South East England, England, BN43 6BT, United Kingdom","(50.840955125131046, -0.26024424531537493, 0.0)",50.840955125131046,-0.26024424531537493,0.0\nNorthlands Surgery,North Street,,,Calne,SN11 0HH,South West,"Calne, Wiltshire, South West England, England, SN11 0HH, United Kingdom","(51.4416737866598, -2.0058789410908187, 0.0)",51.4416737866598,-2.0058789410908187,0.0\nNorthowram Surgery,Northowram Green,Northowram,,Halifax,HX3 7JE,North East and Yorkshire,"Northowram, Calderdale, West Yorkshire, Yorkshire and the Humber, England, HX3 7JE, United Kingdom","(53.74133260874577, -1.8311865164194128, 0.0)",53.74133260874577,-1.8311865164194128,0.0\nNorthway Medical Practice,7-8 Alderwood Precinct,Sedgley,,Dudley,DY3 3QY,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, DY3 3QY, United Kingdom","(52.54819071825815, -2.1316748777516086, 0.0)",52.54819071825815,-2.1316748777516086,0.0\nNumber 1 Riverside,Smith Street,,,Rochdale,OL16 1XU,North West,"Rochdale, Greater Manchester, North West England, England, OL16 1XU, United Kingdom","(53.61692970640789, -2.1534272904174085, 0.0)",53.61692970640789,-2.1534272904174085,0.0\nNursery Lane Medical Centre,Nursery Lane,Ovenden,,Halifax,HX3 5TE,North East and Yorkshire,"Calderdale, West Yorkshire, Yorkshire and the Humber, England, HX3 5TE, United Kingdom","(53.74178008333815, -1.882309388909312, 0.0)",53.74178008333815,-1.882309388909312,0.0\nOadby Racecourse,Leicester Road,Oadby,,Leicester,LE2 4AL,Midlands,"Oadby and Wigston, Leicestershire, East Midlands, England, LE2 4AL, United Kingdom","(52.603104804802655, -1.0968120078934618, 0.0)",52.603104804802655,-1.0968120078934618,0.0\nOak House,Oak House,Moorhead Way,Bramley,Rotherham,S66 1YY,North East and Yorkshire,"Bramley, Rotherham, Yorkshire and the Humber, England, S66 1YY, United Kingdom","(53.42194582687802, -1.2541860882076676, 0.0)",53.42194582687802,-1.2541860882076676,0.0\nOak Park Leisure Centre,Coppice Road,Walsall Wood,,Walsall,WS9 9BH,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WS9 9BH, United Kingdom","(52.63025314447269, -1.9321420979518038, 0.0)",52.63025314447269,-1.9321420979518038,0.0\nOaklands Health Centre,Stade Street,,,Hythe,CT21 6BD,South East,"Hythe, Folkestone and Hythe, Kent, South East England, England, CT21 6BD, United Kingdom","(51.06969192409108, 1.0826755305254963, 0.0)",51.06969192409108,1.0826755305254963,0.0\nOaklands Village and Community Care Centre,Oakland Village,Hall Farm Road,,Swadlincote,DE11 8LH,Midlands,"South Derbyshire, Derbyshire, East Midlands, England, DE11 8LH, United Kingdom","(52.774853976337845, -1.549962777137444, 0.0)",52.774853976337845,-1.549962777137444,0.0\nOaklodge Medical Centre,234 Burnt Oak Broadway,,,Edgware,HA8 0AP,London,HA8 0AP,"(51.603679593188254, -0.27069924774956655, 0.0)",51.603679593188254,-0.27069924774956655,0.0\nOakridge Medical Centre,30 Texel Close,Oakridge Park,,Milton Keynes,MK14 6GL,East of England,"Oakridge Park Local Centre, Stantonbury, Old Haversham, Milton Keynes, South East England, England, MK14 6GL, United Kingdom","(52.068355709235234, -0.7778499471024827, 0.0)",52.068355709235234,-0.7778499471024827,0.0\nOaks Park Medical Centre,Oaks Park Medical Centre,17 Oakfield Road,,London,SE20 8QA,London,"London Borough of Bromley, London, Greater London, England, SE20 8QA, United Kingdom","(51.412771027282524, -0.06420600390126059, 0.0)",51.412771027282524,-0.06420600390126059,0.0\nOakwood Lane Medical Practice,2 Amberton Terrace,Gipton,,Leeds,LS8 3BZ,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS8 3BZ, United Kingdom","(53.819982346934204, -1.4939306625688702, 0.0)",53.819982346934204,-1.4939306625688702,0.0\nOkehampton Medical Centre,East Street,,,Okehampton,EX20 1AY,South West,"Okehampton, West Devon, Devon, South West England, England, EX20 1AY, United Kingdom","(50.738794619090854, -3.9975932058328394, 0.0)",50.738794619090854,-3.9975932058328394,0.0\nOld Coulsdon Congregational Church,Coulsdon Road,,,Coulsdon,CR5 1EH,London,"London Borough of Croydon, London, Greater London, England, CR5 1EH, United Kingdom","(51.305758365798, -0.11904854139644971, 0.0)",51.305758365798,-0.11904854139644971,0.0\nOmbersley Medical Centre,Main Road,Ombersley,,Droitwich,WR9 0EL,Midlands,"Ombersley, Wychavon, Worcestershire, West Midlands, England, WR9 0EL, United Kingdom","(52.276554106622385, -2.229023158493306, 0.0)",52.276554106622385,-2.229023158493306,0.0\nOne Life,Park Road,,,Hartlepool,TS24 7PW,North East and Yorkshire,"Hartlepool, North East England, England, TS24 7PW, United Kingdom","(54.68188711840477, -1.2151462406077385, 0.0)",54.68188711840477,-1.2151462406077385,0.0\nOne Stop Shop - Kirkby,The Kirkby Centre,Norwich Way,,Liverpool,L32 8XY,North West,"Knowsley, North West England, England, L32 8XY, United Kingdom","(53.48217347427717, -2.8905377293387993, 0.0)",53.48217347427717,-2.8905377293387993,0.0\nOpen Door,Albion Street,,,Grimsby,DN32 7DL,North East and Yorkshire,"North East Lincolnshire, Yorkshire and the Humber, England, DN32 7DL, United Kingdom","(53.5722486457548, -0.0687034089580788, 0.0)",53.5722486457548,-0.0687034089580788,0.0\nOrchard House Surgery,29 South William Street,,,Workington,CA14 2ED,North East and Yorkshire,"Workington, Allerdale, Cumbria, North West England, England, CA14 2ED, United Kingdom","(54.645567662333335, -3.5497321703587645, 0.0)",54.645567662333335,-3.5497321703587645,0.0\nOrford Jubilee Hub,Jubilee Way,,,Warrington,WA2 8HE,North West,"Warrington, North West England, England, WA2 8HE, United Kingdom","(53.405188292117714, -2.59060659578735, 0.0)",53.405188292117714,-2.59060659578735,0.0\nOrpington Health and Wellbeing Centre,19 Homefield Rise,,,Orpington,BR6 0FE,London,"London Borough of Bromley, London, Greater London, England, BR6 0FE, United Kingdom","(51.375409727816496, 0.10104130295951272, 0.0)",51.375409727816496,0.10104130295951272,0.0\nOver Community Hall,16 The Doles,Over,,Cambridge,CB24 5NW,East of England,CB24 5NW,"(52.31463975880435, 0.011322789226725248, 0.0)",52.31463975880435,0.011322789226725248,0.0\nOver Wyre Medical Centre,Wilkinson Way,Preesall,,Poulton-Le-Fylde,FY6 0FA,North West,"Preesall, Wyre, Lancashire, North West England, England, FY6 0FA, United Kingdom","(53.9277555, -2.9767959, 0.0)",53.9277555,-2.9767959,0.0\nOxford Centre,The Oxford Centre,West Farm Avenue,,Newcastle Upon Tyne,NE12 8LT,North East and Yorkshire,"North Tyneside, North East England, England, NE12 8LT, United Kingdom","(55.01163115471637, -1.5864704620050587, 0.0)",55.01163115471637,-1.5864704620050587,0.0\n"Oxleas NHS Foundation Trust, Wensley Close",Wensley Close,,,London,SE9 5AB,London,"Royal Borough of Greenwich, London, Greater London, England, SE9 5AB, United Kingdom","(51.449085162095486, 0.05252367301889268, 0.0)",51.449085162095486,0.05252367301889268,0.0\nPark Medical Centre,Ball Haye Road,,,Leek,ST13 6QR,Midlands,"Leek, Staffordshire Moorlands, Staffordshire, West Midlands, England, ST13 6QR, United Kingdom","(53.10725527437337, -2.02051330326922, 0.0)",53.10725527437337,-2.02051330326922,0.0\nPark Royal Medical Practice,Health & Well-Being Hub,Central Middlesex Hospital,Acton Lane,London,NW10 7NS,London,"Central Park, Harlesden, London Borough of Brent, London, Greater London, England, NW10 7NS, United Kingdom","(51.5315797826059, -0.26759697089236695, 0.0)",51.5315797826059,-0.26759697089236695,0.0\nPark Surgery,4 Alexandra Road,,,Great Yarmouth,NR30 2HW,East of England,"Great Yarmouth, Norfolk, East of England, England, NR30 2HW, United Kingdom","(52.60623205716726, 1.7292374826129973, 0.0)",52.60623205716726,1.7292374826129973,0.0\nPark Surgery,Albion Way,,,Horsham,RH12 1BG,South East,"Horsham, West Sussex, South East England, England, RH12 1BG, United Kingdom","(51.064354049926, -0.327380687035816, 0.0)",51.064354049926,-0.327380687035816,0.0\nPark Surgery,Hursley Road,Chandler\'s Ford,,Eastleigh,SO53 2ZH,South East,"Chandler\'s Ford, Eastleigh, Hampshire, South East England, England, SO53 2ZH, United Kingdom","(50.985247451780964, -1.3852642501665526, 0.0)",50.985247451780964,-1.3852642501665526,0.0\nParkshot Medical Practice,18 Parkshot,,,Richmond,TW9 2RG,London,"London Borough of Richmond upon Thames, London, Greater London, England, TW9 2RG, United Kingdom","(51.46427265981597, -0.3024369592409394, 0.0)",51.46427265981597,-0.3024369592409394,0.0\nParkview Medical Centre,Orphan Drive,Tuebrook,,Liverpool,L6 7UN,North West,"Liverpool, North West England, England, L6 7UN, United Kingdom","(53.42148679013391, -2.9347656402846365, 0.0)",53.42148679013391,-2.9347656402846365,0.0\nParkway Health Centre,Parkway,New Addington,,Croydon,CR0 0JA,London,"London Borough of Croydon, London, Greater London, England, CR0 0JA, United Kingdom","(51.3433947, -0.0182634, 0.0)",51.3433947,-0.0182634,0.0\nParkway Surgery,20 Parkway,,,Welwyn Garden City,AL8 6HG,East of England,"Welwyn Hatfield, Hertfordshire, East of England, England, AL8 6HG, United Kingdom","(51.803507821103096, -0.20862856489941192, 0.0)",51.803507821103096,-0.20862856489941192,0.0\nParsloes Surgery,370 Parsloes Avenue,,,Dagenham,RM9 5QP,London,"London Borough of Barking and Dagenham, London, Greater London, England, RM9 5QP, United Kingdom","(51.55120944246828, 0.13105745861785306, 0.0)",51.55120944246828,0.13105745861785306,0.0\nParson\'s Green Health Centre,5-7 Parsons Green,,,London,SW6 4UL,London,"London Borough of Hammersmith and Fulham, London, Greater London, England, SW6 4UL, United Kingdom","(51.474418084010956, -0.20029923580352893, 0.0)",51.474418084010956,-0.20029923580352893,0.0\nPartington Health Centre,Central Road,Partington,,Manchester,M31 4FY,North West,"Partington, Trafford, Greater Manchester, North West England, England, M31 4FY, United Kingdom","(53.416765151987185, -2.425017244715708, 0.0)",53.416765151987185,-2.425017244715708,0.0\nPavillions,Millbay Road,,,Plymouth,PL1 3LF,South West,"Plymouth, South West England, England, PL1 3LF, United Kingdom","(50.3681848, -4.1487502, 0.0)",50.3681848,-4.1487502,0.0\nPaxton Green Group Practice,Paxton Green Health Centre,1 Alleyn Park,,London,SE21 8AU,London,"London Borough of Southwark, London, Greater London, England, SE21 8AU, United Kingdom","(51.430297603900975, -0.08609449402716393, 0.0)",51.430297603900975,-0.08609449402716393,0.0\nPeckwater Centre,6 Peckwater Street,Kentish Town,,London,NW5 2UP,London,"London Borough of Camden, London, Greater London, England, NW5 2UP, United Kingdom","(51.55039128070142, -0.13781174946940802, 0.0)",51.55039128070142,-0.13781174946940802,0.0\nPelton & Fellrose Medical Group,Fellrose Surgery,Craghead Road,Pelton Fell,Chester le Street,DH2 2NH,North East and Yorkshire,"Chester-le-Street, County Durham, North East England, England, DH2 2NH, United Kingdom","(54.85830702446372, -1.6082443363801804, 0.0)",54.85830702446372,-1.6082443363801804,0.0\nPenrith Hospital,Bridge Lane,,,Penrith,CA11 8HX,North East and Yorkshire,"Penrith, Eden, Cumbria, North West England, England, CA11 8HX, United Kingdom","(54.65671453166586, -2.7430106035403723, 0.0)",54.65671453166586,-2.7430106035403723,0.0\nPensilva Health Centre,School Road,Pensilva,,Liskeard,PL14 5RP,South West,"St. Ive, St Ive Keason, South West England, England, PL14 5RP, United Kingdom","(50.50374557153459, -4.410360858878732, 0.0)",50.50374557153459,-4.410360858878732,0.0\nPenwortham Cricket Club,Leyland Road,Penwortham,,Preston,PR1 9QE,North West,"Penwortham, South Ribble, Lancashire, North West England, England, PR1 9QE, United Kingdom","(53.73909264277416, -2.7083949510743652, 0.0)",53.73909264277416,-2.7083949510743652,0.0\nPeter House Surgery,Peter House,Captain Lees Road,Westhoughton,Bolton,BL5 3UB,North West,"Westhoughton, Greater Manchester, North West England, England, BL5 3UB, United Kingdom","(53.5504575147405, -2.5085539629672122, 0.0)",53.5504575147405,-2.5085539629672122,0.0\nPeterlee Community Hospital,c/o Blackhall and Peterlee Practice,O\'Neill Drive,,Peterlee,SR8 5UQ,North East and Yorkshire,"Peterlee, County Durham, North East England, England, SR8 5UQ, United Kingdom","(54.75406682727082, -1.3330388469734644, 0.0)",54.75406682727082,-1.3330388469734644,0.0\nPeterlee Health Centre - District,Peterlee Health Centre,Bede Way,,Peterlee,SR8 1AD,North East and Yorkshire,"Castle Dene Shopping Centre, Peterlee, County Durham, North East England, England, SR8 1AD, United Kingdom","(54.75794082550817, -1.335620862359273, 0.0)",54.75794082550817,-1.335620862359273,0.0\nPetersfield Festival Hall,Festival Hall,Heath Road,,Petersfield,GU31 4EA,South East,"Petersfield, East Hampshire, Hampshire, South East England, England, GU31 4EA, United Kingdom","(51.00386610586454, -0.9323652762327498, 0.0)",51.00386610586454,-0.9323652762327498,0.0\nPewsey Surgery,High Street,,,Pewsey,SN9 5AQ,South West,"Pewsey, Wiltshire, South West England, England, SN9 5AQ, United Kingdom","(51.33881871369852, -1.763835783507402, 0.0)",51.33881871369852,-1.763835783507402,0.0\nPhoenix Centre,Church Street,,,Heywood,OL10 1NR,North West,,,,,\nPickering Medical Practice,Southgate,,,Pickering,YO18 8BL,North East and Yorkshire,"Pickering, Ryedale, North Yorkshire, Yorkshire and the Humber, England, YO18 8BL, United Kingdom","(54.244884400000004, -0.7806996500000001, 0.0)",54.244884400000004,-0.7806996500000001,0.0\nPilgrim Primary Care Centre,Pilgrim Primary Care Centre,Pelham Road,,Immingham,DN40 1JW,North East and Yorkshire,"Immingham, North East Lincolnshire, Yorkshire and the Humber, England, DN40 1JW, United Kingdom","(53.6179699, -0.2061672, 0.0)",53.6179699,-0.2061672,0.0\n"Pirelli Stadium, Burton Albion",Princess Way,,,Burton-On-Trent,DE13 0AR,Midlands,"Horninglow and Eton, Stretton, East Staffordshire, Staffordshire, West Midlands, England, DE13 0AR, United Kingdom","(52.821833185214345, -1.6268605927176136, 0.0)",52.821833185214345,-1.6268605927176136,0.0\nPlant Hill Clinic,Plant Hill Clinic,Plant Hill Road,,Manchester,M9 8LX,North West,"Manchester, Greater Manchester, North West England, England, M9 8LX, United Kingdom","(53.526897377309616, -2.2249495651640174, 0.0)",53.526897377309616,-2.2249495651640174,0.0\nPlumstead Health Centre,Tewson Road,,,London,SE18 1BH,London,"Royal Borough of Greenwich, London, Greater London, England, SE18 1BH, United Kingdom","(51.48544225890155, 0.09326197593027719, 0.0)",51.48544225890155,0.09326197593027719,0.0\nPolesworth Health Centre,High Street,Polesworth,,Tamworth,B78 1DU,Midlands,"Polesworth CP, North Warwickshire, Warwickshire, West Midlands, England, B78 1DU, United Kingdom","(52.62013785099528, -1.6126290270166004, 0.0)",52.62013785099528,-1.6126290270166004,0.0\nPonteland Medical Group,Meadowfield Industrial Estate,Ponteland,,Newcastle Upon Tyne,NE20 9SD,North East and Yorkshire,"Ponteland, Northumberland, North East England, England, NE20 9SD, United Kingdom","(55.05175048117313, -1.7500326360549783, 0.0)",55.05175048117313,-1.7500326360549783,0.0\nPoplars Surgery,Holly Lane,Erdington,,Birmingham,B24 9JN,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B24 9JN, United Kingdom","(52.52863970092342, -1.8319827918596836, 0.0)",52.52863970092342,-1.8319827918596836,0.0\nPoringland Community Centre,Overtons Way,Poringland,,Norwich,NR14 7WB,East of England,"Poringland, South Norfolk, Norfolk, East of England, England, NR14 7WB, United Kingdom","(52.57037558816583, 1.343487611033969, 0.0)",52.57037558816583,1.343487611033969,0.0\nPortchester Community Centre,Westlands Grove,Portchester,,Fareham,PO16 9AD,South East,"Fareham, Hampshire, South East England, England, PO16 9AD, United Kingdom","(50.8440496940514, -1.133318687759189, 0.0)",50.8440496940514,-1.133318687759189,0.0\nPorter Brook Medical Centre,9 Sunderland Street,,,Sheffield,S11 8HN,North East and Yorkshire,S11 8HN,"(53.37049291316464, -1.4835951732013133, 0.0)",53.37049291316464,-1.4835951732013133,0.0\nPortishead Medical Group,Victoria Square,Portishead,,Bristol,BS20 6AQ,South West,"Portishead, North Somerset, South West England, England, BS20 6AQ, United Kingdom","(51.48279521000002, -2.7673164589587294, 0.0)",51.48279521000002,-2.7673164589587294,0.0\nPortland Medical Practice,60 Portland Street,,,Lincoln,LN5 7LB,Midlands,"Lincoln, Lincolnshire, East Midlands, England, LN5 7LB, United Kingdom","(53.223719850424565, -0.539073677108294, 0.0)",53.223719850424565,-0.539073677108294,0.0\nPortslade Health Centre,Church Road,Portslade,,Brighton,BN41 1LZ,South East,,,,,\nPortway Lifestyle Centre,Portway Lifestyle Centre,Newbury Lane,,Oldbury,B69 1HE,Midlands,"Lion Farm Estate, Turner\'s Portway, Rounds Green, Sandwell, West Midlands Combined Authority, West Midlands, England, B69 1HE, United Kingdom","(52.49800099411862, -2.0302475304008207, 0.0)",52.49800099411862,-2.0302475304008207,0.0\nPound Hill Medical Group,1 Crawley Lane,Pound Hill,,Crawley,RH10 7DX,South East,"Crawley, West Sussex, South East England, England, RH10 7DX, United Kingdom","(51.11879871367525, -0.15642396508984133, 0.0)",51.11879871367525,-0.15642396508984133,0.0\nPoynton Civic Centre,Civic Centre,Park Lane,Poynton,Stockport,SK12 1GP,North West,"Poynton-with-Worth, Cheshire East, North West England, England, SK12 1GP, United Kingdom","(53.349484934451375, -2.1180651561275035, 0.0)",53.349484934451375,-2.1180651561275035,0.0\nPrajapati Hall,Prajapati Hall,21 Uverscroft Road,,Leicester,LE4 6BY,Midlands,"City of Leicester, East Midlands, England, LE4 6BY, United Kingdom","(52.645213091423656, -1.1147479098222512, 0.0)",52.645213091423656,-1.1147479098222512,0.0\nPrestwich Walk in Centre,Fairfax Road,Prestwich,,Manchester,M25 1BT,North West,"Bury, Greater Manchester, North West England, England, M25 1BT, United Kingdom","(53.53392618823129, -2.2836398999358103, 0.0)",53.53392618823129,-2.2836398999358103,0.0\nPrinces Hall,Princes Way,,,Aldershot,GU11 1NX,South East,"Westgate Shopping Centre, Aldershot, Rushmoor, Hampshire, South East England, England, GU11 1NX, United Kingdom","(51.250026867224605, -0.7686470431248175, 0.0)",51.250026867224605,-0.7686470431248175,0.0\nPrincess Park Health Centre,Wartling Road,,,Eastbourne,BN22 7PG,South East,"Roselands, Eastbourne, East Sussex, South East England, England, BN22 7PG, United Kingdom","(50.78107579189704, 0.3031681881024556, 0.0)",50.78107579189704,0.3031681881024556,0.0\nPriory Campus,Pontefract Road,,,Barnsley,S71 5PN,North East and Yorkshire,"Barnsley, Yorkshire and the Humber, England, S71 5PN, United Kingdom","(53.55874100363715, -1.437976998450044, 0.0)",53.55874100363715,-1.437976998450044,0.0\nPriory Gardens Surgery,28-34 Church Street,,,Dunstable,LU6 3SU,East of England,"Dunstable, Central Bedfordshire, East of England, England, LU6 3SU, United Kingdom","(51.88566204834097, -0.5193105915140831, 0.0)",51.88566204834097,-0.5193105915140831,0.0\nPriory Gate Practice,2 Stoney Stanton Road,,,Coventry,CV1 4FS,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV1 4FS, United Kingdom","(52.41411768885143, -1.5068281912920043, 0.0)",52.41411768885143,-1.5068281912920043,0.0\nPriory View Medical Centre,2a Green Lane,New Wortley,,Leeds,LS12 1HU,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS12 1HU, United Kingdom","(53.791634513846375, -1.5751488416609023, 0.0)",53.791634513846375,-1.5751488416609023,0.0\nProspect View Medical Centre,Malvern Health Centre Surgery,Prospect View,300 Pickersleigh Road,Malvern,WR14 2GP,Midlands,"Malvern, Malvern Hills, Worcestershire, West Midlands, England, WR14 2GP, United Kingdom","(52.11353770443152, -2.308780509690787, 0.0)",52.11353770443152,-2.308780509690787,0.0\nPudding Pie Lane,Langford Surgery,Pudding Pie Lane,Langford,Bristol,BS40 5EL,South West,"Churchill, North Somerset, South West England, England, BS40 5EL, United Kingdom","(51.34039159936243, -2.7865785432550036, 0.0)",51.34039159936243,-2.7865785432550036,0.0\nPulborough Medical Group,Spiro Close,,,Pulborough,RH20 1FG,South East,"Pulborough, Horsham, West Sussex, South East England, England, RH20 1FG, United Kingdom","(50.960942311135426, -0.5090904341459078, 0.0)",50.960942311135426,-0.5090904341459078,0.0\nPump House Surgery,Nonancourt Way,Earls Colne,,Colchester,CO6 2SW,East of England,"Earls Colne, Braintree, Essex, East of England, England, CO6 2SW, United Kingdom","(51.92662481813871, 0.6952109097878423, 0.0)",51.92662481813871,0.6952109097878423,0.0\nPuzey Family Practice,The Puzey Family Practice,Southwell House,Back Lane,Rochford,SS4 1AY,East of England,SS4 1AY,"(51.58170167353989, 0.7060309129736074, 0.0)",51.58170167353989,0.7060309129736074,0.0\nQuay House Surgery,100 Westfaling Street,,,Hereford,HR4 0JF,Midlands,HR4 0JF,"(52.058811957937664, -2.7406986785466367, 0.0)",52.058811957937664,-2.7406986785466367,0.0\nQueen Marys Hospital,Queen Marys Hospital,Frognal Avenue,,Sidcup,DA14 6LT,London,"London Borough of Bexley, London, Greater London, England, DA14 6LT, United Kingdom","(51.418775318182576, 0.1034429374866779, 0.0)",51.418775318182576,0.1034429374866779,0.0\nQueen Victoria Memorial Hospital,FAO Dr Jeremy Carter,King Edward Avenue,,Herne Bay,CT6 6EB,South East,"Herne Bay, Canterbury, Kent, South East England, England, CT6 6EB, United Kingdom","(51.36788529258187, 1.1428806043954154, 0.0)",51.36788529258187,1.1428806043954154,0.0\nQueens Park Medical Centre,Farrer Street,,,Stockton-On-Tees,TS18 2AW,North East and Yorkshire,"Stockton-on-Tees, North East England, England, TS18 2AW, United Kingdom","(54.569162972365184, -1.3138796506358508, 0.0)",54.569162972365184,-1.3138796506358508,0.0\nQueensview Medical Centre,Thornton Road,Kingsthorpe,,Northampton,NN2 6LS,Midlands,"Northampton, West Northamptonshire, East Midlands, England, NN2 6LS, United Kingdom","(52.2538805534037, -0.9015561878066717, 0.0)",52.2538805534037,-0.9015561878066717,0.0\nQueensway Medical Centre,12-14 Olympic Way,,,Wellingborough,NN8 3QE,Midlands,"North Northamptonshire, East Midlands, England, NN8 3QE, United Kingdom","(52.30530134878428, -0.7177620249486037, 0.0)",52.30530134878428,-0.7177620249486037,0.0\nQuinton Park Medical Centre,51 Quinton Park,,,Coventry,CV3 5PZ,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV3 5PZ, United Kingdom","(52.39132371444693, -1.5039241942752366, 0.0)",52.39132371444693,-1.5039241942752366,0.0\nRAC Business Park,Unit 1a and 1b,Park Road,,Faringdon,SN7 7BP,South East,"Great Faringdon, Vale of White Horse, Oxfordshire, South East England, England, SN7 7BP, United Kingdom","(51.652396568026475, -1.5832942787081792, 0.0)",51.652396568026475,-1.5832942787081792,0.0\nRailway Medical Group,Gatacre Street,,,Blyth,NE24 1HD,North East and Yorkshire,"Blyth, Northumberland, North East England, England, NE24 1HD, United Kingdom","(55.12881352172542, -1.514234267530027, 0.0)",55.12881352172542,-1.514234267530027,0.0\nRamada Hotel,Chesford Bridge,,,Kenilworth,CV8 2LN,Midlands,"Blackdown, Warwick, Warwickshire, West Midlands, England, CV8 2LN, United Kingdom","(52.3250285511542, -1.5556574101466345, 0.0)",52.3250285511542,-1.5556574101466345,0.0\nRamsbottom Civic Hall,Market Place,Ramsbottom,,Bury,BL0 9AJ,North West,"Bury, Greater Manchester, North West England, England, BL0 9AJ, United Kingdom","(53.6490561, -2.3189197, 0.0)",53.6490561,-2.3189197,0.0\nRamsbury Surgery,Whittonditch Road,Ramsbury,,Marlborough,SN8 2QT,South West,"Ramsbury, Wiltshire, South West England, England, SN8 2QT, United Kingdom","(51.44625828829092, -1.5938810211787209, 0.0)",51.44625828829092,-1.5938810211787209,0.0\nRawling Rd,1 Rawling Road,Bensham,,Gateshead,NE8 4QS,North East and Yorkshire,"Gateshead, Tyne and Wear, North East England, England, NE8 4QS, United Kingdom","(54.95102837178311, -1.6139942479241312, 0.0)",54.95102837178311,-1.6139942479241312,0.0\nRawmarsh Customer Service Centre,Barbers Avenue,Rawmarsh,,Rotherham,S62 6AE,North East and Yorkshire,"Rotherham, Yorkshire and the Humber, England, S62 6AE, United Kingdom","(53.45708531827844, -1.3382134689349927, 0.0)",53.45708531827844,-1.3382134689349927,0.0\nRawtenstall Primary Health Care Centre,161 Bacup Road,Rawtenstall,,Rossendale,BB4 7PL,North West,"Rossendale, Lancashire, North West England, England, BB4 7PL, United Kingdom","(53.70081025706162, -2.2806630320798105, 0.0)",53.70081025706162,-2.2806630320798105,0.0\nRecreation Centre On Royal Free Hospital Site,Royal Free Hospital,Pond Street,,London,NW3 2QG,London,NW3 2QG,"(51.55308811225181, -0.16517312731407552, 0.0)",51.55308811225181,-0.16517312731407552,0.0\nRedbridge Town Hall,128-142 High Road,,,Ilford,IG1 1DD,London,"London Borough of Redbridge, London, Greater London, England, IG1 1DD, United Kingdom","(51.55888204524556, 0.07411138086062372, 0.0)",51.55888204524556,0.07411138086062372,0.0\nRedcar Primary Care Hospital,West Dyke Road,,,Redcar,TS10 4NW,North East and Yorkshire,"Redcar and Cleveland, North East England, England, TS10 4NW, United Kingdom","(54.59928634350819, -1.0687920461041562, 0.0)",54.59928634350819,-1.0687920461041562,0.0\nRedruth Health Centre (North Kerrier West),Forth Noweth,,,Redruth,TR15 1AU,South West,"Redruth, South West England, England, TR15 1AU, United Kingdom","(50.23435717710703, -5.232413492606142, 0.0)",50.23435717710703,-5.232413492606142,0.0\nRetford Hospital Outpatients Department,Retford Hospital,North Road,,Retford,DN22 7XF,North East and Yorkshire,"Bassetlaw, Nottinghamshire, East Midlands, England, DN22 7XF, United Kingdom","(53.325451098629735, -0.950633587341701, 0.0)",53.325451098629735,-0.950633587341701,0.0\nRevival Fires,117-120 Wolverhampton Street,,,Dudley,DY1 3AL,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, DY1 3AL, United Kingdom","(52.512253483268424, -2.092771369700806, 0.0)",52.512253483268424,-2.092771369700806,0.0\nRichard Herrod Leisure Centre,Foxhill Road,Carlton,,Nottingham,NG4 1RL,Midlands,"Gedling, Nottinghamshire, East Midlands, England, NG4 1RL, United Kingdom","(52.97012326191962, -1.1003265675287044, 0.0)",52.97012326191962,-1.1003265675287044,0.0\nRichardson Community Hospital,Victoria Road,,,Barnard Castle,DL12 8HT,North East and Yorkshire,"Barnard Castle, County Durham, North East England, England, DL12 8HT, United Kingdom","(54.54567606011407, -1.9161194063424973, 0.0)",54.54567606011407,-1.9161194063424973,0.0\nRichford Gate Medical Centre,Richford Gate,Richford Street,,London,W6 7HY,London,"London Borough of Hammersmith and Fulham, London, Greater London, England, W6 7HY, United Kingdom","(51.50043643343893, -0.22657435570529033, 0.0)",51.50043643343893,-0.22657435570529033,0.0\nRichmond Medical Centre,179 Richmond Road,,,Solihull,B92 7SA,Midlands,"Solihull, West Midlands Combined Authority, West Midlands, England, B92 7SA, United Kingdom","(52.44755851537185, -1.7992365732565263, 0.0)",52.44755851537185,-1.7992365732565263,0.0\nRipon Racecourse,Wakeman Bar,Boroughbridge Road,,Ripon,HG4 1UG,North East and Yorkshire,"Littlethorpe, Harrogate, North Yorkshire, Yorkshire and the Humber, England, HG4 1UG, United Kingdom","(54.12443374102018, -1.504414213414089, 0.0)",54.12443374102018,-1.504414213414089,0.0\nRisborough Community Centre,Stratton Road,,,Princes Risborough,HP27 9AX,South East,"Princes Risborough, Whiteleaf, Buckinghamshire, South East England, England, HP27 9AX, United Kingdom","(51.724527032546774, -0.8376938647394223, 0.0)",51.724527032546774,-0.8376938647394223,0.0\nRiver Brook Medical Centre,3 River Brook Drive,Stirchley,,Birmingham,B30 2SH,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B30 2SH, United Kingdom","(52.43297430049637, -1.9136821367869115, 0.0)",52.43297430049637,-1.9136821367869115,0.0\nRiver Lodge Surgery,Malling Street,,,Lewes,BN7 2RD,South East,"Lewes, East Sussex, South East England, England, BN7 2RD, United Kingdom","(50.874835916274485, 0.018817750795318573, 0.0)",50.874835916274485,0.018817750795318573,0.0\nRiverbank,Walford Avenue,Worle,,Weston-Super-Mare,BS22 7YZ,South West,"Weston-super-Mare, North Somerset, South West England, England, BS22 7YZ, United Kingdom","(51.370789221604205, -2.9073441722793656, 0.0)",51.370789221604205,-2.9073441722793656,0.0\nRiverbank Medical Centre,Dodsley Lane,Easebourne,,Midhurst,GU29 9AW,South East,"Easebourne, Chichester, West Sussex, South East England, England, GU29 9AW, United Kingdom","(50.993450611633484, -0.7354209405539202, 0.0)",50.993450611633484,-0.7354209405539202,0.0\nRivermead Gate Medical Practice,123 Rectory Lane,,,Chelmsford,CM1 1TR,East of England,"Chelmsford town, Chelmsford, Essex, East of England, England, CM1 1TR, United Kingdom","(51.7408486775953, 0.47288671461769183, 0.0)",51.7408486775953,0.47288671461769183,0.0\nRiverside Medical Practice,Alma Street,,,Stockton-On-Tees,TS18 2AP,North East and Yorkshire,"Stockton-on-Tees, North East England, England, TS18 2AP, United Kingdom","(54.568857999313515, -1.3155706930146693, 0.0)",54.568857999313515,-1.3155706930146693,0.0\nRiverside Surgery,Barnard Avenue,,,Brigg,DN20 8AS,North East and Yorkshire,"Brigg, North Lincolnshire, Yorkshire and the Humber, England, DN20 8AS, United Kingdom","(53.55358426609836, -0.4918233675373367, 0.0)",53.55358426609836,-0.4918233675373367,0.0\nRiverside Surgery,Waterside,,,Evesham,WR11 1JP,Midlands,"Evesham, Wychavon, Worcestershire, West Midlands, England, WR11 1JP, United Kingdom","(52.08661790216308, -1.947780165331613, 0.0)",52.08661790216308,-1.947780165331613,0.0\nRiverview Health Centre,Riverview Health Centre,Borough Road,,Sunderland,SR1 2HJ,North East and Yorkshire,"Sunderland, North East England, England, SR1 2HJ, United Kingdom","(54.90551642149502, -1.3732403470190566, 0.0)",54.90551642149502,-1.3732403470190566,0.0\nRobin Hood Lane Health Centre,Robin Hood Lane,\xa0,\xa0,Sutton,SM1 2RJ,London,"London Borough of Sutton, London, Greater London, England, SM1 2RJ, United Kingdom","(51.3630548, -0.1968483, 0.0)",51.3630548,-0.1968483,0.0\nRobin Park Leisure Centre,Loire Drive,Robin Park,,Wigan,WN5 0UL,North West,"Robin Park, Newtown, Wigan, Greater Manchester, North West England, England, WN5 0UL, United Kingdom","(53.54573370572259, -2.655413960352767, 0.0)",53.54573370572259,-2.655413960352767,0.0\nRochester & Lordswood Healthy Living Centre,Health Living Centre,Delce Road,,Rochester,ME1 2EL,South East,"Rochester, Kent, South East England, England, ME1 2EL, United Kingdom","(51.3793194, 0.5075533, 0.0)",51.3793194,0.5075533,0.0\nRoebuck Surgery,114 Broadwater Crescent,,,Stevenage,SG2 8HW,East of England,"Stevenage, Hertfordshire, East of England, England, SG2 8HW, United Kingdom","(51.8845288484969, -0.18771114702882213, 0.0)",51.8845288484969,-0.18771114702882213,0.0\nRoman Way Hotel,Watling Street,,,Cannock,WS11 1SH,Midlands,"Hatherton, South Staffordshire, Staffordshire, West Midlands, England, WS11 1SH, United Kingdom","(52.679719888153066, -2.0534871570141373, 0.0)",52.679719888153066,-2.0534871570141373,0.0\nRosebank Surgery,153b Stroud Road,,,Gloucester,GL1 5JQ,South West,"Gloucester, Gloucestershire, South West England, England, GL1 5JQ, United Kingdom","(51.852611346031544, -2.242193910458308, 0.0)",51.852611346031544,-2.242193910458308,0.0\nRossi\'s Leisure Centre,Tungate,,,North Walsham,NR28 0JQ,East of England,"North Walsham, North Norfolk, Norfolk, East of England, England, NR28 0JQ, United Kingdom","(52.81659239669727, 1.3660861257743877, 0.0)",52.81659239669727,1.3660861257743877,0.0\nRotherham Leisure Centre,Effingham Street,,,Rotherham,S65 1BL,North East and Yorkshire,"Rotherham, Yorkshire and the Humber, England, S65 1BL, United Kingdom","(53.43776202582014, -1.3523646851149504, 0.0)",53.43776202582014,-1.3523646851149504,0.0\nRowcroft Medical Centre,Rowcroft Retreat,,,Stroud,GL5 3BE,South West,"Stroud, Gloucestershire, South West England, England, GL5 3BE, United Kingdom","(51.74565267773082, -2.219616587586719, 0.0)",51.74565267773082,-2.219616587586719,0.0\nRowden Medical Partnership,Rowden Hill,,,Chippenham,SN15 2SB,South West,"Chippenham, Wiltshire, South West England, England, SN15 2SB, United Kingdom","(51.45385341264668, -2.1251008200915056, 0.0)",51.45385341264668,-2.1251008200915056,0.0\nRoyal Leamington Spa Rehabilitation Hospital,Heathcote Lane,Heathcote,,Warwick,CV34 6SR,Midlands,"Warwick, Warwickshire, West Midlands, England, CV34 6SR, United Kingdom","(52.268556256933806, -1.540406072411647, 0.0)",52.268556256933806,-1.540406072411647,0.0\nRoyal South Hants Hospital,Brinton\'s Terrace,,,Southampton,SO14 0YG,South East,"Southampton, South East England, England, SO14 0YG, United Kingdom","(50.91249462473419, -1.3968261415821417, 0.0)",50.91249462473419,-1.3968261415821417,0.0\nRoyston Health Centre,Melbourn Street,,,Royston,SG8 7BS,East of England,"Royston, North Hertfordshire, Hertfordshire, East of England, England, SG8 7BS, United Kingdom","(52.04876849923631, -0.020744577618130547, 0.0)",52.04876849923631,-0.020744577618130547,0.0\nRoyton Health and Well Being Centre,Royton Health Wellbeing Centre,Park Street,Royton,Oldham,OL2 6QW,North West,"Oldham, Greater Manchester, North West England, England, OL2 6QW, United Kingdom","(53.566092721001326, -2.1215962239603887, 0.0)",53.566092721001326,-2.1215962239603887,0.0\nRustons Sports and Social Club,Newark Road,,,Lincoln,LN6 8RN,Midlands,"Lincoln, Lincolnshire, East Midlands, England, LN6 8RN, United Kingdom","(53.196142111073826, -0.5748323423552151, 0.0)",53.196142111073826,-0.5748323423552151,0.0\nRutland County Council,Catmose House,Catmose Street,,Oakham,LE15 6HP,Midlands,"Oakham, Rutland, East Midlands, England, LE15 6HP, United Kingdom","(52.66825598245734, -0.7248062583764632, 0.0)",52.66825598245734,-0.7248062583764632,0.0\nRyecroft Surgery,Ryecroft Surgery,Broad Street,,Newcastle,ST5 2BQ,Midlands,"Newcastle-under-Lyme, Staffordshire, West Midlands, England, ST5 2BQ, United Kingdom","(53.014158249999994, -2.2289632499999996, 0.0)",53.014158249999994,-2.2289632499999996,0.0\nSaga Call Centre,Haines Road,,,Ramsgate,CT12 5ZW,South East,"Ramsgate, Thanet, Kent, South East England, England, CT12 5ZW, United Kingdom","(51.355393243284865, 1.3900376304203148, 0.0)",51.355393243284865,1.3900376304203148,0.0\nSalisbury Cathedral,6 The Close,,,Salisbury,SP1 2EF,South West,"Salisbury, Wiltshire, South West England, England, SP1 2EF, United Kingdom","(51.06526768052398, -1.7954487576157758, 0.0)",51.06526768052398,-1.7954487576157758,0.0\n"Salisbury Plain Health Centre, Larkhill",Willoughby Road,Larkhill,,Salisbury,SP4 8QY,South West,"Durrington, Wiltshire, South West England, England, SP4 8QY, United Kingdom","(51.19770874099276, -1.8212400479119848, 0.0)",51.19770874099276,-1.8212400479119848,0.0\nSalt Hill Activity Centre,Bath Road,,,Slough,SL1 3SS,South East,"Slough, South East England, England, SL1 3SS, United Kingdom","(51.51175989281142, -0.6071642442116261, 0.0)",51.51175989281142,-0.6071642442116261,0.0\nSaltley Health Centre,Saltley Health Centre,Cradock Road,Saltley,Birmingham,B8 1RZ,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B8 1RZ, United Kingdom","(52.49081074285917, -1.8519943130215886, 0.0)",52.49081074285917,-1.8519943130215886,0.0\nSalvation Army,Frobisher Way,Shoeburyness,,Southend-on-Sea,SS3 8UT,East of England,"Southend-on-Sea, East of England, England, SS3 8UT, United Kingdom","(51.54221105214753, 0.7844806303777694, 0.0)",51.54221105214753,0.7844806303777694,0.0\nSamuel Johnson Community Hospital,Trent Valley Road,,,Lichfield,WS13 6EF,Midlands,"Lichfield, Staffordshire, West Midlands, England, WS13 6EF, United Kingdom","(52.68588439474345, -1.8155078989230535, 0.0)",52.68588439474345,-1.8155078989230535,0.0\nSandal RUFC,Milnthorpe Green,Standbridge Lane,,Wakefield,WF2 7DY,North East and Yorkshire,"Wakefield, West Yorkshire, Yorkshire and the Humber, England, WF2 7DY, United Kingdom","(53.64931813057876, -1.4941852554634603, 0.0)",53.64931813057876,-1.4941852554634603,0.0\nSaxmundham Health,Lambsale Meadow,,,Saxmundham,IP17 1DY,East of England,"Saxmundham, East Suffolk, Suffolk, East of England, England, IP17 1DY, United Kingdom","(52.21795984068191, 1.4918781417746065, 0.0)",52.21795984068191,1.4918781417746065,0.0\nSaxon Hall,Aviation Way,Southend Airport,,Southend-on-Sea,SS2 6UN,East of England,"Rochford, Essex, East of England, England, SS2 6UN, United Kingdom","(51.57145523106, 0.6857828588167455, 0.0)",51.57145523106,0.6857828588167455,0.0\nSaxon Hall Hereford,Putson Community Centre,Hoarwithy Road,,Hereford,HR2 6HE,Midlands,HR2 6HE,"(52.03742507586388, -2.711158786096877, 0.0)",52.03742507586388,-2.711158786096877,0.0\nSaxonbrook,Maidenbower Square,Maidenbower,,Crawley,RH10 7QH,South East,"Maidenbower, Furnace Green, Crawley, West Sussex, South East England, England, RH10 7QH, United Kingdom","(51.107852637988536, -0.15342437624590177, 0.0)",51.107852637988536,-0.15342437624590177,0.0\nSaxonbury House Medical Group,Croft Road,,,Crowborough,TN6 1DL,South East,"Beeches, Crowborough, Wealden, East Sussex, South East England, England, TN6 1DL, United Kingdom","(51.05836745458394, 0.16200984358931905, 0.0)",51.05836745458394,0.16200984358931905,0.0\nScarborough Rugby Club,569 Scalby Road,,,Scarborough,YO13 0NL,North East and Yorkshire,"Burniston, Scarborough, North Yorkshire, Yorkshire and the Humber, England, YO13 0NL, United Kingdom","(54.309823249494265, -0.4451843692491949, 0.0)",54.309823249494265,-0.4451843692491949,0.0\nScartho Medical Centre,Scartho Medical Practice,Springfield Road,Scartho,Grimsby,DN33 3JF,North East and Yorkshire,"North East Lincolnshire, Yorkshire and the Humber, England, DN33 3JF, United Kingdom","(53.5366334, -0.0954626, 0.0)",53.5366334,-0.0954626,0.0\nSeaham Primary Care Centre,Seaham Primary Care Centre,St Johns Square,,Seaham,SR7 7JE,North East and Yorkshire,"Seaham, County Durham, North East England, England, SR7 7JE, United Kingdom","(54.835773681533425, -1.3354828575635127, 0.0)",54.835773681533425,-1.3354828575635127,0.0\nSeaton,Seaton & District Community Hospita,Valley View Road,,Seaton,EX12 2UU,South West,"Seaton, East Devon, Devon, South West England, England, EX12 2UU, United Kingdom","(50.71195363715828, -3.071761696511389, 0.0)",50.71195363715828,-3.071761696511389,0.0\nSelby Leisure Centre,Selby Leisure Centre,Scott Road,,Selby,YO8 4BL,North East and Yorkshire,"Selby, North Yorkshire, Yorkshire and the Humber, England, YO8 4BL, United Kingdom","(53.78516437219289, -1.0744358481514698, 0.0)",53.78516437219289,-1.0744358481514698,0.0\nSevern Fields Medical Practice,Sundorne Road,,,Shrewsbury,SY1 4RQ,Midlands,"Shrewsbury, Shropshire, West Midlands, England, SY1 4RQ, United Kingdom","(52.72803134900755, -2.721621235203717, 0.0)",52.72803134900755,-2.721621235203717,0.0\nSevernview Family Practice,Eastland Road,Thornbury,,Bristol,BS35 1DP,South West,"Thornbury, South Gloucestershire, South West England, England, BS35 1DP, United Kingdom","(51.61252375696413, -2.517723909986297, 0.0)",51.61252375696413,-2.517723909986297,0.0\nShape Mendip,Council Offices,Cannards Grave Road,,Shepton Mallet,BA4 5BT,South West,"Shepton Mallet, Mendip, Somerset, South West England, England, BA4 5BT, United Kingdom","(51.18705000976064, -2.5473329821677106, 0.0)",51.18705000976064,-2.5473329821677106,0.0\nSharley Park Leisure Centre,Market Street,Clay Cross,,Chesterfield,S45 9LX,Midlands,"Clay Cross CP, Henmoor, North East Derbyshire, Derbyshire, East Midlands, England, S45 9LX, United Kingdom","(53.1690581063532, -1.4056852385471765, 0.0)",53.1690581063532,-1.4056852385471765,0.0\nShay Lane Medical Centre,13 Shay Lane,Hale Barns,,Altrincham,WA15 8NZ,North West,"Trafford, Greater Manchester, North West England, England, WA15 8NZ, United Kingdom","(53.372188691815474, -2.3155601975405546, 0.0)",53.372188691815474,-2.3155601975405546,0.0\nSheepcot Medical Centre,6 Cunningham Way,Leavesden,,Watford,WD25 7NL,East of England,"Abbotswood Park, Abbots Langley, Leavesden, Three Rivers, Hertfordshire, East of England, England, WD25 7NL, United Kingdom","(51.69518618071918, -0.41292077005793537, 0.0)",51.69518618071918,-0.41292077005793537,0.0\nSheerness Health Centre,Sheerness Health Centre,250-262 High Street,,Sheerness,ME12 1UP,South East,"Sheerness, Swale, Kent, South East England, England, ME12 1UP, United Kingdom","(51.43611944263366, 0.7666389465678147, 0.0)",51.43611944263366,0.7666389465678147,0.0\nShefford Health Centre,Robert Lucas Drive,,,Shefford,SG17 5FS,East of England,"Shefford, Central Bedfordshire, East of England, England, SG17 5FS, United Kingdom","(52.03475037837908, -0.32162763420219365, 0.0)",52.03475037837908,-0.32162763420219365,0.0\nShenstone House Surgery,Shenstone House,Elland Road,Churwell,Leeds,LS27 7PX,North East and Yorkshire,"Morley, Leeds, West Yorkshire, Yorkshire and the Humber, England, LS27 7PX, United Kingdom","(53.75896286696646, -1.5927575789909294, 0.0)",53.75896286696646,-1.5927575789909294,0.0\nSheringham Medical Practice,Cromer Road,,,Sheringham,NR26 8RT,East of England,"Sheringham, North Norfolk, Norfolk, East of England, England, NR26 8RT, United Kingdom","(52.93969027704187, 1.214764916450571, 0.0)",52.93969027704187,1.214764916450571,0.0\nShipley Health Centre,Shipley Medical Practice,Alexandra Road,,Shipley,BD18 3EG,North East and Yorkshire,"Shipley, Bradford, West Yorkshire, Yorkshire and the Humber, England, BD18 3EG, United Kingdom","(53.83269413065413, -1.781273907812822, 0.0)",53.83269413065413,-1.781273907812822,0.0\nShirebrook Leisure Centre,Park Road,Shirebrook,,Mansfield,NG20 8JQ,Midlands,"Shirebrook, Upper Langwith, Bolsover, Derbyshire, East Midlands, England, NG20 8JQ, United Kingdom","(53.20534268081589, -1.2167332740161796, 0.0)",53.20534268081589,-1.2167332740161796,0.0\nShirehampton Group Practice,Pembroke Road,Shirehampton,,Bristol,BS11 9SB,South West,"Bristol, City of Bristol, South West England, England, BS11 9SB, United Kingdom","(51.48946334981208, -2.6782172836348153, 0.0)",51.48946334981208,-2.6782172836348153,0.0\nShotley Bridge Community Hospital,Shotley Bridge General Hospital,,,Consett,DH8 0NB,North East and Yorkshire,"Consett, County Durham, North East England, England, DH8 0NB, United Kingdom","(54.869679034242544, -1.8434390595770913, 0.0)",54.869679034242544,-1.8434390595770913,0.0\nSidley Surgery,44 Turkey Road,,,Bexhill-On-Sea,TN39 5HE,South East,"Rother, East Sussex, South East England, England, TN39 5HE, United Kingdom","(50.857438880167884, 0.4646706764992541, 0.0)",50.857438880167884,0.4646706764992541,0.0\nSir James Hawkey Hall,Broomhill Road,,,Woodford Green,IG8 0BG,London,"London Borough of Redbridge, London, Greater London, England, IG8 0BG, United Kingdom","(51.60821810921871, 0.023474182956887565, 0.0)",51.60821810921871,0.023474182956887565,0.0\nSite 1 - Victoria Hall,Civic Way,,,Middlewich,CW10 9AS,North West,"Middlewich, Cheshire East, North West England, England, CW10 9AS, United Kingdom","(53.19083042629218, -2.4437911755430903, 0.0)",53.19083042629218,-2.4437911755430903,0.0\nSite 2 - The 13 Club,Cedar Avenue,Alsager,,Stoke-On-Trent,ST7 2PH,North West,"Alsager, Cheshire East, North West England, England, ST7 2PH, United Kingdom","(53.09384727676537, -2.3023784904678073, 0.0)",53.09384727676537,-2.3023784904678073,0.0\nSizewell Sports & Social Club,King Georges Avenue,,,Leiston,IP16 4JX,East of England,"Leiston, East Suffolk, Suffolk, East of England, England, IP16 4JX, United Kingdom","(52.206504445244015, 1.5835928466978433, 0.0)",52.206504445244015,1.5835928466978433,0.0\nSmallthorne Branch Surgery,2 Baden Road - PLEASE USE DOOR ON RIGHT,Milton,,Stoke-on-Trent,ST6 1SA,Midlands,"Stoke-on-Trent, West Midlands, England, ST6 1SA, United Kingdom","(53.050900340168496, -2.172653059580841, 0.0)",53.050900340168496,-2.172653059580841,0.0\nSnettisham Surgery,The Surgery,Common Road,Snettisham,King\'s Lynn,PE31 7PE,East of England,"Snettisham, King\'s Lynn and West Norfolk, Norfolk, East of England, England, PE31 7PE, United Kingdom","(52.87804198136887, 0.4943243055005062, 0.0)",52.87804198136887,0.4943243055005062,0.0\nSole Bay Health Centre,Teal Close,Reydon,,Southwold,IP18 6GY,East of England,"Reydon, East Suffolk, Suffolk, East of England, England, IP18 6GY, United Kingdom","(52.336313000000004, 1.6665047499999999, 0.0)",52.336313000000004,1.6665047499999999,0.0\nSolent View Medical Practice,Lee On Solent Health Centre,Manor Way,,Lee-on-the-Solent,PO13 9JG,South East,"Lee-on-the-Solent, Hampshire, South East England, England, PO13 9JG, United Kingdom","(50.802640695604616, -1.2017677927300057, 0.0)",50.802640695604616,-1.2017677927300057,0.0\nSomer Centre,Gullock Tyning,Midsomer Norton,,Radstock,BA3 2UH,South West,"Midsomer Norton, Bath and North East Somerset, South West England, England, BA3 2UH, United Kingdom","(51.287532702649436, -2.4758965923641316, 0.0)",51.287532702649436,-2.4758965923641316,0.0\nSouth Axholme Practice,Station Road,Owston Ferry,,Doncaster,DN9 1AW,North East and Yorkshire,"Owston Ferry, North Lincolnshire, Yorkshire and the Humber, England, DN9 1AW, United Kingdom","(53.4921030506942, -0.7824381955519814, 0.0)",53.4921030506942,-0.7824381955519814,0.0\nSouth Bar House,South Bar House,6 Oxford Road,,Banbury,OX16 9AD,South East,"Banbury, Cherwell, Oxfordshire, South East England, England, OX16 9AD, United Kingdom","(52.05742843479768, -1.3406898899610673, 0.0)",52.05742843479768,-1.3406898899610673,0.0\n"South Hams District Council, Follaton House",Plymouth Road,,,Totnes,TQ9 5NE,South West,"Totnes, South Hams, Devon, South West England, England, TQ9 5NE, United Kingdom","(50.431639708031106, -3.709524993319962, 0.0)",50.431639708031106,-3.709524993319962,0.0\nSouth Reddish Medical Centre,Reddish Road,South Reddish,,Stockport,SK5 7QU,North West,"Stockport, Greater Manchester, North West England, England, SK5 7QU, United Kingdom","(53.42230917555905, -2.1565165680440774, 0.0)",53.42230917555905,-2.1565165680440774,0.0\nSouth Shore Primary Care Centre,South Shore Primary Care Centre,Lytham Road,,Blackpool,FY4 1TJ,North West,"Blackpool, North West England, England, FY4 1TJ, United Kingdom","(53.78144675, -3.0471085, 0.0)",53.78144675,-3.0471085,0.0\nSouth Westminster Centre for Health,St Georges House,82 Vincent Square,Westminster,London,SW1P 2PF,London,"City of Westminster, London, Greater London, England, SW1P 2PF, United Kingdom","(51.494279558637565, -0.13403881285575034, 0.0)",51.494279558637565,-0.13403881285575034,0.0\nSoutham Clinic,Pendicke Street,,,Southam,CV47 1PF,Midlands,"Southam CP, Southam, Stratford-on-Avon, Warwickshire, West Midlands, England, CV47 1PF, United Kingdom","(52.25210231903979, -1.3857833467502063, 0.0)",52.25210231903979,-1.3857833467502063,0.0\nSouthport Centre for Health and Wellbeing,44-46 Hoghton Street,,,Southport,PR9 0PQ,North West,"Sefton, North West England, England, PR9 0PQ, United Kingdom","(53.6492086, -2.9992301, 0.0)",53.6492086,-2.9992301,0.0\nSouthsea Medical Centre,Southesea Medical Centre,Carlisle Road,,Southsea,PO5 1AT,South East,"Portsmouth, South East England, England, PO5 1AT, United Kingdom","(50.796550606331685, -1.0805055101175998, 0.0)",50.796550606331685,-1.0805055101175998,0.0\nSouthwood Practice,Southwood Village Centre,Links Way,,Farnborough,GU14 0NA,South East,"Southwood District Centre, The Crescent, Farnborough, Rushmoor, Hampshire, South East England, England, GU14 0NA, United Kingdom","(51.29178663489454, -0.7878902350406816, 0.0)",51.29178663489454,-0.7878902350406816,0.0\nSparkhill Primary Care Centre,Second Floor,856 Stratford Road,Sparkhill,Birmingham,B11 4BW,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B11 4BW, United Kingdom","(52.444586248085244, -1.8583997175955025, 0.0)",52.444586248085244,-1.8583997175955025,0.0\nSpeke Neighbourhood Health Centre,75 South Parade,Speke,,Liverpool,L24 2SF,North West,"Liverpool, North West England, England, L24 2SF, United Kingdom","(53.34091116966892, -2.838792770500543, 0.0)",53.34091116966892,-2.838792770500543,0.0\nSpencers Sports and Social Club,Beanacre Road,,,Melksham,SN12 8AG,South West,"Melksham, Wiltshire, South West England, England, SN12 8AG, United Kingdom","(51.380461640277055, -2.142860980645004, 0.0)",51.380461640277055,-2.142860980645004,0.0\nSpring Hall Surgery,173c Spring Hall Lane,,,Halifax,HX1 4JG,North East and Yorkshire,"Calderdale, West Yorkshire, Yorkshire and the Humber, England, HX1 4JG, United Kingdom","(53.72106352375696, -1.892899182368231, 0.0)",53.72106352375696,-1.892899182368231,0.0\nSpringfields Events and Conference Centre,Camel Gate,,,Spalding,PE12 6ET,Midlands,"Spalding, Lincolnshire, East Midlands, England, PE12 6ET, United Kingdom","(52.800104433086865, -0.12850999138784036, 0.0)",52.800104433086865,-0.12850999138784036,0.0\nSpringhead Health Ltd,Building B Fleet Health Campus,Vale Road,Northfleet,Gravesend,DA11 8BZ,South East,"Northfleet, Kent, South East England, England, DA11 8BZ, United Kingdom","(51.43515255709611, 0.34325809088412607, 0.0)",51.43515255709611,0.34325809088412607,0.0\n"St Andrews Medical Practice, Oxford Road Site",Oxford Road,,,Spennymoor,DL16 6BQ,North East and Yorkshire,"Spennymoor, County Durham, North East England, England, DL16 6BQ, United Kingdom","(54.6995894, -1.6033571, 0.0)",54.6995894,-1.6033571,0.0\nSt Barnabas Church,146 Lavenham Road,,,London,SW18 5EP,London,"London Borough of Wandsworth, London, Greater London, England, SW18 5EP, United Kingdom","(51.44260215171501, -0.1986117433218347, 0.0)",51.44260215171501,-0.1986117433218347,0.0\nSt Catherine\'s Surgery,Church Road,,,Birkenhead,CH42 0LQ,North West,"Wirral, North West England, England, CH42 0LQ, United Kingdom","(53.380028891011385, -3.0265305823624455, 0.0)",53.380028891011385,-3.0265305823624455,0.0\nSt Christopher\'s Church,St Christophers Green,,,Haslemere,GU27 1DD,South East,"Haslemere, Waverley, Surrey, South East England, England, GU27 1DD, United Kingdom","(51.088467287854094, -0.7258071617154566, 0.0)",51.088467287854094,-0.7258071617154566,0.0\nSt Clare\'s Medical Centre,St Clare Street,,,Penzance,TR18 3DX,South West,"Penzance, Tredavoe, South West England, England, TR18 3DX, United Kingdom","(50.12240561514009, -5.54508722106799, 0.0)",50.12240561514009,-5.54508722106799,0.0\nSt Columba,Plas Newton Lane,,,Chester,CH2 1PL,North West,"City of Chester, Chester, Cheshire West and Chester, North West England, England, CH2 1PL, United Kingdom","(53.210947203897796, -2.872683033959776, 0.0)",53.210947203897796,-2.872683033959776,0.0\nSt Columbus Church,503 Manchester Road,,,Sheffield,S10 5PL,North East and Yorkshire,"Sheffield, Yorkshire and the Humber, England, S10 5PL, United Kingdom","(53.38043003333812, -1.5222826841546115, 0.0)",53.38043003333812,-1.5222826841546115,0.0\nSt Edmunds Church,Larkswood Road,,,London,E4 9DS,London,"London Borough of Waltham Forest, London, Greater London, England, E4 9DS, United Kingdom","(51.61534677584465, -0.014648180735755146, 0.0)",51.61534677584465,-0.014648180735755146,0.0\nSt Edwards Church Hall,St Edwards Church Hall,St Keverne Road,,London,SE9 4AQ,London,"London Borough of Bromley, London, Greater London, England, SE9 4AQ, United Kingdom","(51.4264276653025, 0.04815643889152821, 0.0)",51.4264276653025,0.04815643889152821,0.0\nSt Helena Tendring Centre,17 Jackson Road,,,Clacton-on-Sea,CO15 1JP,East of England,"Tendring, Essex, East of England, England, CO15 1JP, United Kingdom","(51.78782635434728, 1.1501011929587945, 0.0)",51.78782635434728,1.1501011929587945,0.0\nSt Heliers Medical Practice,15 St Heliers Road,,,Birmingham,B31 1QT,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B31 1QT, United Kingdom","(52.41285027693163, -1.9758292345350807, 0.0)",52.41285027693163,-1.9758292345350807,0.0\nSt James Medical Practice,St James Medical Practice,County Court Road,,King\'s Lynn,PE30 5SY,East of England,"King\'s Lynn and West Norfolk, Norfolk, East of England, England, PE30 5SY, United Kingdom","(52.75199257324599, 0.40150276056953493, 0.0)",52.75199257324599,0.40150276056953493,0.0\nSt Johns House Medical Centre,299 Bromyard Road,,,Worcester,WR2 5FB,Midlands,WR2 5FB,"(52.18872795794852, -2.2591137982927023, 0.0)",52.18872795794852,-2.2591137982927023,0.0\nSt Johns Medical Centre,56-60 Loampit Hill,,,London,SE13 7SX,London,"London Borough of Lewisham, London, Greater London, England, SE13 7SX, United Kingdom","(51.4672864, -0.022138949999999998, 0.0)",51.4672864,-0.022138949999999998,0.0\nSt John\'s Wood Synagogue,37-41 Grove End Rd,St John\'s Wood,,London,NW8 9NG,London,"City of Westminster, London, Greater London, England, NW8 9NG, United Kingdom","(51.53352341319733, -0.17651347518316446, 0.0)",51.53352341319733,-0.17651347518316446,0.0\nSt Lawrence Surgery,77-79 St. Lawrence Avenue,,,Worthing,BN14 7JL,South East,"Worthing, West Sussex, South East England, England, BN14 7JL, United Kingdom","(50.82398648989771, -0.39005151431702395, 0.0)",50.82398648989771,-0.39005151431702395,0.0\nSt Leonards Hospital,SW Ambulance Service NHS,Ringwood Road,St Leonards,Ringwood,BH24 2RR,South West,"St. Leonards and St. Ives, St Leonards, Dorset, South West England, England, BH24 2RR, United Kingdom","(50.817260037304784, -1.856577901775035, 0.0)",50.817260037304784,-1.856577901775035,0.0\nSt Leonards Medical Practice,Athelstan Road,,,Exeter,EX1 1SB,South West,"Exeter, Devon, South West England, England, EX1 1SB, United Kingdom","(50.72346636728159, -3.522154254715938, 0.0)",50.72346636728159,-3.522154254715938,0.0\nSt Margaret\'s Hospital,St Margarets Hospital,The Plain,,Epping,CM16 6TN,East of England,"Epping, Epping Forest, Essex, East of England, England, CM16 6TN, United Kingdom","(51.704784670924, 0.12306812882630686, 0.0)",51.704784670924,0.12306812882630686,0.0\nSt Mary\'s Medical Centre,Wharf Road,,,Stamford,PE9 2DH,Midlands,"Stamford, South Kesteven, Lincolnshire, East Midlands, England, PE9 2DH, United Kingdom","(52.65095093818567, -0.4773004133767434, 0.0)",52.65095093818567,-0.4773004133767434,0.0\nSt Michaels Hospital,Rayne Road,,,Braintree,CM7 2QU,East of England,"Braintree, Essex, East of England, England, CM7 2QU, United Kingdom","(51.87955070504178, 0.5411887910530724, 0.0)",51.87955070504178,0.5411887910530724,0.0\nSt Nicholas Health Centre,57 Canterbury Way,,,Stevenage,SG1 4QH,East of England,"Stevenage, Hertfordshire, East of England, England, SG1 4QH, United Kingdom","(51.92466093417543, -0.18331344995308765, 0.0)",51.92466093417543,-0.18331344995308765,0.0\nSt Oswalds Hospital,Clifton Road,,,Ashbourne,DE6 1DR,Midlands,"Ashbourne CP, Compton, Derbyshire Dales, Derbyshire, East Midlands, England, DE6 1DR, United Kingdom","(53.01282843099608, -1.7376430593353756, 0.0)",53.01282843099608,-1.7376430593353756,0.0\nSt Pauls Church,St Paul\'s Road,,,Thornton Heath,CR7 8NB,London,"Thornton Heath, London Borough of Croydon, London, Greater London, England, CR7 8NB, United Kingdom","(51.401539896989625, -0.09841919685140355, 0.0)",51.401539896989625,-0.09841919685140355,0.0\nSt Pauls Church,Longton Hall Road,,,Stoke-on-Trent,ST3 2EL,Midlands,"Stoke-on-Trent, West Midlands, England, ST3 2EL, United Kingdom","(52.9829864706351, -2.153647525291289, 0.0)",52.9829864706351,-2.153647525291289,0.0\nSt Peter\'s Centre,St Peters Centre,3rd Floor Church Street,Padiham,Burnley,BB11 2DL,North West,"Burnley, Lancashire, North West England, England, BB11 2DL, United Kingdom","(53.79131167626864, -2.238947149229217, 0.0)",53.79131167626864,-2.238947149229217,0.0\nSt Peters Health Centre,Sparkenhoe Street,,,Leicester,LE2 0TA,Midlands,"City of Leicester, East Midlands, England, LE2 0TA, United Kingdom","(52.63103608904516, -1.11909240748082, 0.0)",52.63103608904516,-1.11909240748082,0.0\nSt Peter\'s Pavillion,Hurst Street,Hindley,,Wigan,WN2 3DN,North West,"Wigan, Greater Manchester, North West England, England, WN2 3DN, United Kingdom","(53.53698963445815, -2.5858264310871313, 0.0)",53.53698963445815,-2.5858264310871313,0.0\nSt Peters Surgery,49-55 Portsmouth Road,Woolston,,Southampton,SO19 9RL,South East,"Southampton, South East England, England, SO19 9RL, United Kingdom","(50.897828606832014, -1.3727922878518806, 0.0)",50.897828606832014,-1.3727922878518806,0.0\nSt Swithun\'s Community Centre,Arncliffe Road,,,Wakefield,WF1 4RR,North East and Yorkshire,"Wakefield, West Yorkshire, Yorkshire and the Humber, England, WF1 4RR, United Kingdom","(53.68874042025826, -1.4798625793911908, 0.0)",53.68874042025826,-1.4798625793911908,0.0\nSt Thomas Health Centre,St Thomas Health Centre,Cowick Street,St Thomas,Exeter,EX4 1HJ,South West,"Exeter, Devon, South West England, England, EX4 1HJ, United Kingdom","(50.71451958762321, -3.5452434817504894, 0.0)",50.71451958762321,-3.5452434817504894,0.0\nSt. Charles Centre for Health and Wellbeing,St Charles Hospital,Exmoor Street,,London,W10 6DZ,London,"Royal Borough of Kensington and Chelsea, London, Greater London, England, W10 6DZ, United Kingdom","(51.5223619870719, -0.21721800127649304, 0.0)",51.5223619870719,-0.21721800127649304,0.0\nSt. Mary\'s Medical Centre,Vicarage Road,Strood,,Rochester,ME2 4DG,South East,"Frindsbury, Medway, South East England, England, ME2 4DG, United Kingdom","(51.3986817, 0.49715065, 0.0)",51.3986817,0.49715065,0.0\nStafford County Showground,County Showground,Weston Road,,Stafford,ST18 0BD,Midlands,"Hopton and Coton, Stafford, Staffordshire, West Midlands, England, ST18 0BD, United Kingdom","(52.82569393333333, -2.0649185666666665, 0.0)",52.82569393333333,-2.0649185666666665,0.0\nStamford House,Hyde Leisure Centre,Covid Local Vaccination Service,Walker Lane,Hyde,SK14 5PL,North West,"Tameside, Greater Manchester, North West England, England, SK14 5PL, United Kingdom","(53.450594162529434, -2.0679628162485124, 0.0)",53.450594162529434,-2.0679628162485124,0.0\nStanground Surgery,Stanground Surgery,Whittlesey Road,Stanground,Peterborough,PE2 8RB,East of England,"City of Peterborough, East of England, England, PE2 8RB, United Kingdom","(52.55112457935429, -0.22619251000020868, 0.0)",52.55112457935429,-0.22619251000020868,0.0\nStansted Surgery,1st Floor Castle Maltings,Lower Street,,Stansted,CM24 8XG,East of England,"Stansted Mountfitchet, Uttlesford, Essex, East of England, England, CM24 8XG, United Kingdom","(51.902085997111456, 0.20016148303188472, 0.0)",51.902085997111456,0.20016148303188472,0.0\nStaploe Medical Centre,Brewhouse Lane,Soham,,Ely,CB7 5JD,East of England,"Soham, East Cambridgeshire, Cambridgeshire, East of England, England, CB7 5JD, United Kingdom","(52.335196849999996, 0.34195204999999895, 0.0)",52.335196849999996,0.34195204999999895,0.0\nSteam Museum Priory Road Medical Centre,Fire Fly Avenue,,,Swindon,SN2 2EY,South West,"Central Swindon North, Swindon, South West England, England, SN2 2EY, United Kingdom","(51.562795163395826, -1.7948225794967938, 0.0)",51.562795163395826,-1.7948225794967938,0.0\nSteam Museum Westrop Practice,Fire Fly Avenue (off Kemble Drive),,,Swindon,SN2 2EY,South West,"Central Swindon North, Swindon, South West England, England, SN2 2EY, United Kingdom","(51.562795163395826, -1.7948225794967938, 0.0)",51.562795163395826,-1.7948225794967938,0.0\nStifford Clays Health Centre,Crammavill Street,Stifford Clays,,Grays,RM16 2AP,East of England,"Blackshots Parade, Grays, Thurrock, East of England, England, RM16 2AP, United Kingdom","(51.49762117624763, 0.3291715820810479, 0.0)",51.49762117624763,0.3291715820810479,0.0\nStockwell Lodge Medical Centre-Annexe site,Rosedale Way,Cheshunt,,Waltham Cross,EN7 6HL,East of England,"Broxbourne, Hertfordshire, East of England, England, EN7 6HL, United Kingdom","(51.713816800000004, -0.055172599999999995, 0.0)",51.713816800000004,-0.055172599999999995,0.0\nStockwood Medical Centre,Hollway Road,Stockwood,,Bristol,BS14 8PT,South West,"Bristol, City of Bristol, South West England, England, BS14 8PT, United Kingdom","(51.41156470560959, -2.544144415460492, 0.0)",51.41156470560959,-2.544144415460492,0.0\nStourbridge National Spiritualist Church,Union Street,,,Stourbridge,DY8 1PJ,Midlands,"Dudley, West Midlands Combined Authority, West Midlands, England, DY8 1PJ, United Kingdom","(52.45355037439748, -2.145019310808675, 0.0)",52.45355037439748,-2.145019310808675,0.0\nStourport Medical Centre,Worcester Street,,,Stourport-On-Severn,DY13 8EH,Midlands,"Burlish Park, Stourport-on-Severn, Stourport\xa0on\xa0Severn, Wyre Forest, Worcestershire, West Midlands, England, DY13 8EH, United Kingdom","(52.34385860344312, -2.2776206018529552, 0.0)",52.34385860344312,-2.2776206018529552,0.0\nStrand Medical Group,1b The Causeway,Goring-by-Sea,,Worthing,BN12 6FA,South East,"Worthing, West Sussex, South East England, England, BN12 6FA, United Kingdom","(50.81846323328999, -0.4109400247265897, 0.0)",50.81846323328999,-0.4109400247265897,0.0\nStratford Hospital,Lomas Suite - Building One,Stratford on Avon General Hospital,Arden Street,Stratford-Upon-Avon,CV37 6NX,Midlands,"Stratford-upon-Avon, Stratford-on-Avon, Warwickshire, West Midlands, England, CV37 6NX, United Kingdom","(52.19526459487193, -1.7133998921602152, 0.0)",52.19526459487193,-1.7133998921602152,0.0\nStreatham Place Surgery,26-28 Streatham Place,,,London,SW2 4QY,London,"London Borough of Lambeth, London, Greater London, England, SW2 4QY, United Kingdom","(51.446976750000005, -0.12790200000000002, 0.0)",51.446976750000005,-0.12790200000000002,0.0\nStubley MedicalCentre,7 Stubley Drive,Dronfield Woodhouse,,Dronfield,S18 8QY,Midlands,"Dronfield, North East Derbyshire, Derbyshire, East Midlands, England, S18 8QY, United Kingdom","(53.30496821057346, -1.4885424862064978, 0.0)",53.30496821057346,-1.4885424862064978,0.0\nStudley Village Hall,High Street,,,Studley,B80 7HJ,Midlands,"Studley CP, Studley, Stratford-on-Avon, Warwickshire, West Midlands, England, B80 7HJ, United Kingdom","(52.27178929743152, -1.8981384817172906, 0.0)",52.27178929743152,-1.8981384817172906,0.0\nSturdee Road Health and Wellbeing Centre,182 Sturdee Road,,,Leicester,LE2 9DB,Midlands,"City of Leicester, East Midlands, England, LE2 9DB, United Kingdom","(52.5904667, -1.1445385, 0.0)",52.5904667,-1.1445385,0.0\nSturminster Newton Medical Centre,Old Market Hill,,,Sturminster Newton,DT10 1QU,South West,"Sturminster Newton, Dorset, South West England, England, DT10 1QU, United Kingdom","(50.92817028924894, -2.303848008019528, 0.0)",50.92817028924894,-2.303848008019528,0.0\nSussex Community NHSFT Pharmacy Dispensary,Crawley Hospital,Pharmacy Department,West Green Drive,Crawley,RH11 7DH,South East,"West Green, Crawley, West Sussex, South East England, England, RH11 7DH, United Kingdom","(51.11660472379323, -0.19740279907771288, 0.0)",51.11660472379323,-0.19740279907771288,0.0\nSutton Coldfield Town Hall,Upper Clifton Road,,,Sutton Coldfield,B73 6DA,Midlands,"Sutton Coldfield, Birmingham, West Midlands Combined Authority, West Midlands, England, B73 6DA, United Kingdom","(52.566435169481444, -1.8257840390204043, 0.0)",52.566435169481444,-1.8257840390204043,0.0\nSwallowfield Surgery,The Street,Swallowfield,,Reading,RG7 1QY,South East,"Swallowfield, Wokingham, South East England, England, RG7 1QY, United Kingdom","(51.378288241394195, -0.9585516746292381, 0.0)",51.378288241394195,-0.9585516746292381,0.0\nSwaminarayan School - Neasden Temple,105-119 Brentfield Road,,,London,NW10 8LD,London,NW10 8LD,"(51.54742190679449, -0.2615157381270499, 0.0)",51.54742190679449,-0.2615157381270499,0.0\nSwan Surgery,Northgate Business Park,,,Bury St. Edmunds,IP33 1AE,East of England,"Northgate Street Business Park, Bury St Edmunds, West Suffolk, Suffolk, East of England, England, IP33 1AE, United Kingdom","(52.24844914905136, 0.7176941281797088, 0.0)",52.24844914905136,0.7176941281797088,0.0\n"Swanley Town Council, Alexandra Suite",St Marys Road,,,Swanley,BR8 7BU,South East,"Swanley, Sevenoaks, Kent, South East England, England, BR8 7BU, United Kingdom","(51.39431276847223, 0.1674783236288491, 0.0)",51.39431276847223,0.1674783236288491,0.0\nSwanscombe Health Centre,Southfleet Road,,,Swanscombe,DA10 0BF,South East,"Swanscombe and Greenhithe, Greenhithe, Dartford, Kent, South East England, England, DA10 0BF, United Kingdom","(51.442066739850986, 0.3120967336378993, 0.0)",51.442066739850986,0.3120967336378993,0.0\nSwanton Morley Surgery,Lincoln House,Dereham Road,Swanton Morley,Dereham,NR20 4LT,East of England,"Swanton Morley, Breckland, Norfolk, East of England, England, NR20 4LT, United Kingdom","(52.70207302278711, 0.9803083762371386, 0.0)",52.70207302278711,0.9803083762371386,0.0\nSycamore House Medical Centre,111 Birmingham Road,,,Walsall,WS1 2NL,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WS1 2NL, United Kingdom","(52.576931958977795, -1.9683186556174577, 0.0)",52.576931958977795,-1.9683186556174577,0.0\nSydenham Green Health Centre,26 Holmshaw Close,Sydenham,,London,SE26 4TH,London,"London Borough of Lewisham, London, Greater London, England, SE26 4TH, United Kingdom","(51.42918098189109, -0.03921501628283127, 0.0)",51.42918098189109,-0.03921501628283127,0.0\nTadcaster Health Centre,Crab Garth,,,Tadcaster,LS24 8HD,North East and Yorkshire,"Tadcaster, Selby, North Yorkshire, Yorkshire and the Humber, England, LS24 8HD, United Kingdom","(53.88549366942566, -1.258239983355007, 0.0)",53.88549366942566,-1.258239983355007,0.0\nTalbot Medical Centre,63 Kinson Road,Wallisdown,,Bournemouth,BH10 4BX,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH10 4BX, United Kingdom","(50.74888801874626, -1.9089341452867568, 0.0)",50.74888801874626,-1.9089341452867568,0.0\nTandridge District Council,Council Offices,8 Station Road East,,Oxted,RH8 0BT,South East,"Limpsfield, Oxted, Tandridge, Surrey, South East England, England, RH8 0BT, United Kingdom","(51.25720752197882, -0.00023460145939676686, 0.0)",51.25720752197882,-0.00023460145939676686,0.0\nTanfield View Medical Centre,Scott Street,Tanfield,,Stanley,DH9 8AD,North East and Yorkshire,"Stanley, County Durham, North East England, England, DH9 8AD, United Kingdom","(54.87006901227686, -1.7011444102621058, 0.0)",54.87006901227686,-1.7011444102621058,0.0\nTangmere Hall,Malcolm Road,Tangmere,,Chichester,PO20 2HS,South East,"Tangmere, Chichester, West Sussex, South East England, England, PO20 2HS, United Kingdom","(50.8514217, -0.7169661, 0.0)",50.8514217,-0.7169661,0.0\nTaunton Vale Healthcare,Lisieux Way,,,Taunton,TA1 2LB,South West,"Somerset West and Taunton, Somerset, South West England, England, TA1 2LB, United Kingdom","(51.014834087782965, -3.080236220378333, 0.0)",51.014834087782965,-3.080236220378333,0.0\n"Teldoc, Malinslee",Church Road,Malinslee,,Telford,TF3 2JZ,Midlands,"Hollinswood and Randlay, Telford, Telford and Wrekin, West Midlands, England, TF3 2JZ, United Kingdom","(52.672614057376805, -2.435206447708693, 0.0)",52.672614057376805,-2.435206447708693,0.0\nTemple Fortune Health Centre,Temple Fortune Health Centre,23 Temple Fortune Lane,Golders Green,London,NW11 7TE,London,NW11 7TE,"(51.58104346002451, -0.1977708386034647, 0.0)",51.58104346002451,-0.1977708386034647,0.0\nTennants Auction House,Auction Centre,Harmby Road,,Leyburn,DL8 5SG,North East and Yorkshire,"Leyburn, Richmondshire, North Yorkshire, Yorkshire and the Humber, England, DL8 5SG, United Kingdom","(54.30697582336933, -1.8152862330215318, 0.0)",54.30697582336933,-1.8152862330215318,0.0\nTerrington St Johns Surgery,Main Road,Terrington St John,,Wisbech,PE14 7RR,East of England,"Terrington St. John, King\'s Lynn and West Norfolk, Norfolk, East of England, England, PE14 7RR, United Kingdom","(52.70546365382658, 0.2739114314742027, 0.0)",52.70546365382658,0.2739114314742027,0.0\nTessa Jowell Health Centre,72H East Dulwich Grove,,,London,SE22 8EY,London,"London Borough of Southwark, London, Greater London, England, SE22 8EY, United Kingdom","(51.459127963646736, -0.08003753208302189, 0.0)",51.459127963646736,-0.08003753208302189,0.0\nThames Ditton Centre for the Community,Mercer Close,,,Thames Ditton,KT7 0BS,South East,"Elmbridge, Surrey, South East England, England, KT7 0BS, United Kingdom","(51.38740021541997, -0.33439889714364873, 0.0)",51.38740021541997,-0.33439889714364873,0.0\nThe Arts Pavillion,Clinton Road,Mile End Park,,London,E3 4QY,London,"London Borough of Tower Hamlets, London, Greater London, England, E3 4QY, United Kingdom","(51.526306737197686, -0.036818320370907376, 0.0)",51.526306737197686,-0.036818320370907376,0.0\nThe Atherstone Surgery,1 Ratcliffe Road,,,Atherstone,CV9 1EU,Midlands,"Atherstone CP, North Warwickshire, Warwickshire, West Midlands, England, CV9 1EU, United Kingdom","(52.57848917927571, -1.5423681274685754, 0.0)",52.57848917927571,-1.5423681274685754,0.0\nThe Atrium Health Centre,7 Weymouth Avenue,,,Dorchester,DT1 1QR,South West,"Dorchester, Dorset, South West England, England, DT1 1QR, United Kingdom","(50.71027740556397, -2.437944945670344, 0.0)",50.71027740556397,-2.437944945670344,0.0\nThe Bay Medical Practice,1 Carter Road,,,Shanklin,PO37 7HR,South East,"Shanklin, Isle of Wight, South East England, England, PO37 7HR, United Kingdom","(50.63216600063291, -1.179090766210513, 0.0)",50.63216600063291,-1.179090766210513,0.0\nThe Bede Centre,The Bede Centre,Old Fold Road,,Gateshead,NE10 0DJ,North East and Yorkshire,"Gateshead, Tyne and Wear, North East England, England, NE10 0DJ, United Kingdom","(54.95830517358013, -1.5831372830404753, 0.0)",54.95830517358013,-1.5831372830404753,0.0\nThe Blandford Group Practice,Blandford Group Practice,Whitecliff Mill Street,,Blandford Forum,DT11 7BH,South West,"Blandford Forum, Dorset, South West England, England, DT11 7BH, United Kingdom","(50.85897365852471, -2.1652271746093996, 0.0)",50.85897365852471,-2.1652271746093996,0.0\n"The Boathouse Surgery, Pangbourne",Whitchurch Road,Pangbourne,,Reading,RG8 7DP,South East,"Pangbourne, West Berkshire, South East England, England, RG8 7DP, United Kingdom","(51.486092579731, -1.0859054948634934, 0.0)",51.486092579731,-1.0859054948634934,0.0\nThe Brindley,High Street,,,Runcorn,WA7 1BG,North West,"Halton, North West England, England, WA7 1BG, United Kingdom","(53.340672409044785, -2.7313905695624676, 0.0)",53.340672409044785,-2.7313905695624676,0.0\nThe Church of the Latter Day Saints,Lordswood Road,Harborne,,Birmingham,B17 9QS,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B17 9QS, United Kingdom","(52.45822069891705, -1.9593839810090543, 0.0)",52.45822069891705,-1.9593839810090543,0.0\nThe Colne Practice,Colne House Surgery,99a Uxbridge Road,,Rickmansworth,WD3 7DJ,East of England,"Batchworth, Three Rivers, Hertfordshire, East of England, England, WD3 7DJ, United Kingdom","(51.63673564880114, -0.4814059896160713, 0.0)",51.63673564880114,-0.4814059896160713,0.0\nThe Devereux Centre,1st Floor,The Devereux,Barton Road,Tewkesbury,GL20 5GJ,South West,"Tewkesbury, Gloucestershire, South West England, England, GL20 5GJ, United Kingdom","(51.99228952192958, -2.1534672891278643, 0.0)",51.99228952192958,-2.1534672891278643,0.0\nThe Dominion Centre,112 The Green,,,Southall,UB2 4BQ,London,"London Borough of Ealing, London, Greater London, England, UB2 4BQ, United Kingdom","(51.502483216051914, -0.3818169398256556, 0.0)",51.502483216051914,-0.3818169398256556,0.0\nThe Epicentre,The Epicentre,Enterprise Way,Withersfield,Haverhill,CB9 7LR,East of England,"Withersfield, West Suffolk, Suffolk, East of England, England, CB9 7LR, United Kingdom","(52.09228590807393, 0.3999232785508238, 0.0)",52.09228590807393,0.3999232785508238,0.0\nThe Fleet Community Centre,Fleet Way,,,Peterborough,PE2 8DL,East of England,"City of Peterborough, East of England, England, PE2 8DL, United Kingdom","(52.557435507626906, -0.23567697791621944, 0.0)",52.557435507626906,-0.23567697791621944,0.0\nThe Flowers Health Centre,87 Wincobank Avenue,,,Sheffield,S5 6AZ,North East and Yorkshire,S5 6AZ,"(53.4180532497405, -1.4380610591795349, 0.0)",53.4180532497405,-1.4380610591795349,0.0\nThe Forum,Bullamoor Road,,,Northallerton,DL6 1LP,North East and Yorkshire,"Northallerton, Yafforth, Hambleton, North Yorkshire, Yorkshire and the Humber, England, DL6 1LP, United Kingdom","(54.34092041177051, -1.4305996218356019, 0.0)",54.34092041177051,-1.4305996218356019,0.0\nThe Galtres Centre,Market Place,Easingwold,,York,YO61 3AD,North East and Yorkshire,"Easingwold, Hambleton, North Yorkshire, Yorkshire and the Humber, England, YO61 3AD, United Kingdom","(54.12166725166122, -1.1914123539889365, 0.0)",54.12166725166122,-1.1914123539889365,0.0\nThe Garth,Rectory Lane,,,Guisborough,TS14 7DJ,North East and Yorkshire,"Guisborough, Redcar and Cleveland, North East England, England, TS14 7DJ, United Kingdom","(54.5329389, -1.0531021, 0.0)",54.5329389,-1.0531021,0.0\nThe Gateway Yeovil Community Church,Addlewell Lane,,,Yeovil,BA20 1QN,South West,"Yeovil, South Somerset, Somerset, South West England, England, BA20 1QN, United Kingdom","(50.93750126218664, -2.6304138831227855, 0.0)",50.93750126218664,-2.6304138831227855,0.0\nThe Glebe Medical Centre,Church Road,Harrietsham,,Maidstone,ME17 1AP,South East,"Harrietsham, Maidstone, Kent, South East England, England, ME17 1AP, United Kingdom","(51.24427475495646, 0.6809934297144318, 0.0)",51.24427475495646,0.6809934297144318,0.0\nThe Glebe Surgery,The Glebe,Storrington,,Pulborough,RH20 4FR,South East,"Storrington and Sullington, Horsham, West Sussex, South East England, England, RH20 4FR, United Kingdom","(50.9180392176602, -0.45886692236460197, 0.0)",50.9180392176602,-0.45886692236460197,0.0\nThe Glen Primary Care Centre,12-28 Glen Street,,,Hebburn,NE31 1NU,North East and Yorkshire,"South Tyneside, Tyne and Wear, North East England, England, NE31 1NU, United Kingdom","(54.974441626277894, -1.5207225860668894, 0.0)",54.974441626277894,-1.5207225860668894,0.0\nThe Grange Community Centre,Pilgrim Drive,,,Manchester,M11 3TQ,North West,"Manchester, Greater Manchester, North West England, England, M11 3TQ, United Kingdom","(53.479670564896054, -2.20066603427821, 0.0)",53.479670564896054,-2.20066603427821,0.0\nThe Grange Medical Centre,999 York Road,,,Leeds,LS14 6NX,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS14 6NX, United Kingdom","(53.820696, -1.4589581, 0.0)",53.820696,-1.4589581,0.0\nThe Greenwood Centre,1a School Road,Hampton Hill,,Hampton,TW12 1QL,London,"London Borough of Richmond upon Thames, London, Greater London, England, TW12 1QL, United Kingdom","(51.42628803834589, -0.35976380664719937, 0.0)",51.42628803834589,-0.35976380664719937,0.0\nThe Grove Medical Centre,Grove Road,,,Felixstowe,IP11 9GA,East of England,"Felixstowe, East Suffolk, Suffolk, East of England, England, IP11 9GA, United Kingdom","(51.97187864096432, 1.3503743860229536, 0.0)",51.97187864096432,1.3503743860229536,0.0\nThe Hamworthy Club,Magna Road,,,Wimborne,BH21 3AP,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH21 3AP, United Kingdom","(50.77677771475411, -1.943131682169191, 0.0)",50.77677771475411,-1.943131682169191,0.0\nThe Harlington Centre,236 Fleet Road,,,Fleet,GU51 4BY,South East,"Fleet, Hart, Hampshire, South East England, England, GU51 4BY, United Kingdom","(51.27940002391092, -0.8444589824716403, 0.0)",51.27940002391092,-0.8444589824716403,0.0\nThe Hart Surgery,York Road,,,Henley-on-Thames,RG9 2DR,South East,"Henley Centre, Henley-on-Thames, South Oxfordshire, Oxfordshire, South East England, England, RG9 2DR, United Kingdom","(51.53860400089832, -0.9093241704247823, 0.0)",51.53860400089832,-0.9093241704247823,0.0\nThe Health Care Surgery,63 Palgrave Road,Southey Green,,Sheffield,S5 8GS,North East and Yorkshire,S5 8GS,"(53.42171992412678, -1.4879105968952322, 0.0)",53.42171992412678,-1.4879105968952322,0.0\nThe Henhayes Centre,South Street,,,Crewkerne,TA18 8DA,South West,"Crewkerne, South Somerset, Somerset, South West England, England, TA18 8DA, United Kingdom","(50.88390235655234, -2.7932993019116075, 0.0)",50.88390235655234,-2.7932993019116075,0.0\nThe Irish Community Centre,1 Irish Town Way,,,Manchester,M8 0AE,North West,"Manchester, Greater Manchester, North West England, England, M8 0AE, United Kingdom","(53.501000892689866, -2.230133955000024, 0.0)",53.501000892689866,-2.230133955000024,0.0\nThe Jenner Health Centre,Turners Lane,Whittlesey,,Peterborough,PE7 1EJ,East of England,"Whittlesey, Fenland, Cambridgeshire, East of England, England, PE7 1EJ, United Kingdom","(52.55442785178722, -0.1298134541936496, 0.0)",52.55442785178722,-0.1298134541936496,0.0\nThe Junction Health Centre,Unit 5-7,The Arches,Grant Road,London,SW11 2NU,London,"Falcons Estate, Clapham Junction, London Borough of Wandsworth, London, Greater London, England, SW11 2NU, United Kingdom","(51.4654608, -0.17115724999999998, 0.0)",51.4654608,-0.17115724999999998,0.0\n"The Keys Family Practive, Willenhall",Wellenhall Medical Centre,Field Street,,Willenhall,WV13 2NY,Midlands,"Walsall, West Midlands Combined Authority, West Midlands, England, WV13 2NY, United Kingdom","(52.584589434296674, -2.0593326864690584, 0.0)",52.584589434296674,-2.0593326864690584,0.0\n"The Kings Church, Hastings",The Hastings Centre,The Ridge,,Hastings,TN34 2SA,South East,"Hastings, East Sussex, South East England, England, TN34 2SA, United Kingdom","(50.886764394265214, 0.5698746120593534, 0.0)",50.886764394265214,0.5698746120593534,0.0\nThe Leys Health Centre,Dunnock Way,Blackbird Leys,,Oxford,OX4 7EX,South East,"Blackbird Leys, Oxford, Oxfordshire, South East England, England, OX4 7EX, United Kingdom","(51.7177272, -1.1965228, 0.0)",51.7177272,-1.1965228,0.0\nThe Lights,West Street,,,Andover,SP10 1AH,South East,"Andover, Test Valley, Hampshire, South East England, England, SP10 1AH, United Kingdom","(51.21054141059232, -1.4827239833187313, 0.0)",51.21054141059232,-1.4827239833187313,0.0\nThe Market Surgery,26 Norwich Road,Aylsham,,Norwich,NR11 6BW,East of England,"Aylsham, Broadland, Norfolk, East of England, England, NR11 6BW, United Kingdom","(52.79142746967057, 1.252916342570627, 0.0)",52.79142746967057,1.252916342570627,0.0\nThe Mathews Practice (priority 1),22 Asline Road,,,Sheffield,S2 4UJ,North East and Yorkshire,S2 4UJ,"(53.36659422852926, -1.4718151306354084, 0.0)",53.36659422852926,-1.4718151306354084,0.0\nThe Meads Medical Centre,Bell Farm Road,Newick,,Uckfield,TN22 1BA,South East,"Uckfield, Wealden, East Sussex, South East England, England, TN22 1BA, United Kingdom","(50.97004280033417, 0.09144511943187009, 0.0)",50.97004280033417,0.09144511943187009,0.0\nThe Mix,127 Ipswich Street,,,Stowmarket,IP14 1BB,East of England,"Stowmarket, Mid Suffolk, Suffolk, East of England, England, IP14 1BB, United Kingdom","(52.18551085495445, 0.9994173397542889, 0.0)",52.18551085495445,0.9994173397542889,0.0\nThe Nelson Health Centre,220 Kingston Road,,,London,SW20 8DA,London,"London Borough of Merton, London, Greater London, England, SW20 8DA, United Kingdom","(51.410460975009144, -0.20926018233586005, 0.0)",51.410460975009144,-0.20926018233586005,0.0\nThe Nevendon Centre,Nevendon Road,,,Wickford,SS12 0QG,East of England,"Basildon, Essex, East of England, England, SS12 0QG, United Kingdom","(51.610424214477064, 0.5196815413326342, 0.0)",51.610424214477064,0.5196815413326342,0.0\nThe Oaks Medical Practice,199 Shady Lane,Great Barr,,Birmingham,B44 9ER,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B44 9ER, United Kingdom","(52.55303164507806, -1.895759910206916, 0.0)",52.55303164507806,-1.895759910206916,0.0\nThe Old Exchange Surgery,East Street,,,St. Ives,PE27 5PB,East of England,"St. Ives, St Ives, Huntingdonshire, Cambridgeshire, East of England, England, PE27 5PB, United Kingdom","(52.3244478607937, -0.07275504480294807, 0.0)",52.3244478607937,-0.07275504480294807,0.0\nThe Orchard Practice,Tower Road,,,Dartford,DA1 2HA,South East,"Dartford, Kent, South East England, England, DA1 2HA, United Kingdom","(51.44586378685444, 0.20704277417225722, 0.0)",51.44586378685444,0.20704277417225722,0.0\nThe Oval Leisure Centre,Old Chester Road,Bebington,,Wirral,CH63 7LF,North West,"Wirral, North West England, England, CH63 7LF, United Kingdom","(53.35832596910553, -3.0070633565796023, 0.0)",53.35832596910553,-3.0070633565796023,0.0\nThe Paddocks Community Centre,Long Road,,,Canvey Island,SS8 0JA,East of England,"Canvey Island, Castle Point, Essex, East of England, England, SS8 0JA, United Kingdom","(51.52022299070333, 0.5909863874634692, 0.0)",51.52022299070333,0.5909863874634692,0.0\nThe Parks Leisure Centre,Howdon Road,,,North Shields,NE29 6TL,North East and Yorkshire,"North Tyneside, North East England, England, NE29 6TL, United Kingdom","(55.00172219942144, -1.4568334065242943, 0.0)",55.00172219942144,-1.4568334065242943,0.0\nThe Ridge,Cousen Road,Great Horton,,Bradford,BD7 3JX,North East and Yorkshire,"Bradford, West Yorkshire, Yorkshire and the Humber, England, BD7 3JX, United Kingdom","(53.78089563646826, -1.7798557866002096, 0.0)",53.78089563646826,-1.7798557866002096,0.0\nThe Rutland Centre,Rutland Street,,,Doncaster,DN1 2BF,North East and Yorkshire,"Doncaster, Yorkshire and the Humber, England, DN1 2BF, United Kingdom","(53.52482549124972, -1.1223835787270393, 0.0)",53.52482549124972,-1.1223835787270393,0.0\nThe Ryan Medical Centre,St Marys Road,Bamber Bridge,,Preston,PR5 6JD,North West,"South Ribble, Lancashire, North West England, England, PR5 6JD, United Kingdom","(53.73044565970462, -2.6635660892580386, 0.0)",53.73044565970462,-2.6635660892580386,0.0\nThe Sele Medical Practice,Hexham Primary Care Centre,Corbridge Road,,Hexham,NE46 1QJ,North East and Yorkshire,"Hexham, Northumberland, North East England, England, NE46 1QJ, United Kingdom","(54.96957953306578, -2.0938713969857687, 0.0)",54.96957953306578,-2.0938713969857687,0.0\nThe Selsey Centre,Manor Road,Selsey,,Chichester,PO20 0SE,South East,"Selsey, Chichester, West Sussex, South East England, England, PO20 0SE, United Kingdom","(50.73851151727392, -0.7823110010478528, 0.0)",50.73851151727392,-0.7823110010478528,0.0\nThe Sidings Medical Practice,Sleaford Road Medical Centre,Boston West Business Park,Sleaford Road,Boston,PE21 8EG,Midlands,"Boston West Business Park, Staniland, Boston, Lincolnshire, East Midlands, England, PE21 8EG, United Kingdom","(52.97633007860458, -0.033631075734437764, 0.0)",52.97633007860458,-0.033631075734437764,0.0\nThe Springs Health Centre,The Springs Health Centre,Recreation Close,Clowne,Chesterfield,S43 4PL,Midlands,"Clowne, Bolsover, Derbyshire, East Midlands, England, S43 4PL, United Kingdom","(53.277718193221986, -1.265531666169504, 0.0)",53.277718193221986,-1.265531666169504,0.0\nThe Staddy,144 Staddiscombe Road,Staddiscombe,,Plymouth,PL9 9LT,South West,"Plymouth, South West England, England, PL9 9LT, United Kingdom","(50.345623704030714, -4.084578516312679, 0.0)",50.345623704030714,-4.084578516312679,0.0\nThe Storehouse Skegness,North Parade,,,Skegness,PE25 1BY,Midlands,"Skegness, East Lindsey, Lincolnshire, East Midlands, England, PE25 1BY, United Kingdom","(53.150040596596476, 0.3461007870888031, 0.0)",53.150040596596476,0.3461007870888031,0.0\nThe Table Tennis Club Grantham Meres,Trent Road,,,Grantham,NG31 7XQ,Midlands,"Grantham, South Kesteven, Lincolnshire, East Midlands, England, NG31 7XQ, United Kingdom","(52.904067965304826, -0.6644123698703878, 0.0)",52.904067965304826,-0.6644123698703878,0.0\nThe Vallance Centre,Wadeson Road,,,Manchester,M13 9UJ,North West,"Manchester, Greater Manchester, North West England, England, M13 9UJ, United Kingdom","(53.47037210960971, -2.224872079182471, 0.0)",53.47037210960971,-2.224872079182471,0.0\nThe Waldron Health Centre,Waldron Health Centre,Amersham Vale,New Cross,London,SE14 6LD,London,"London Borough of Lewisham, London, Greater London, England, SE14 6LD, United Kingdom","(51.47671793265806, -0.031701700566136304, 0.0)",51.47671793265806,-0.031701700566136304,0.0\nThe White Horse Health Centre,Mane Way,,,Westbury,BA13 3FQ,South West,"Westbury, Wiltshire, South West England, England, BA13 3FQ, United Kingdom","(51.252662020847474, -2.2034469957544203, 0.0)",51.252662020847474,-2.2034469957544203,0.0\nThe Wilson Hospital,Cranmer Road,,,Mitcham,CR4 4LD,London,"London Borough of Merton, London, Greater London, England, CR4 4LD, United Kingdom","(51.39847062728921, -0.1641045578424311, 0.0)",51.39847062728921,-0.1641045578424311,0.0\nThe Winding Wheel,New Exhibition Centre,13 Holywell Street,,Chesterfield,S41 7SA,Midlands,"Chesterfield, Derbyshire, East Midlands, England, S41 7SA, United Kingdom","(53.2373273, -1.4248338, 0.0)",53.2373273,-1.4248338,0.0\nThetford Healthy Living Centre,Croxton Road,Watton,,Thetford,IP24 1JD,East of England,"Thetford, Breckland, Norfolk, East of England, England, IP24 1JD, United Kingdom","(52.420255487098224, 0.7494804283869286, 0.0)",52.420255487098224,0.7494804283869286,0.0\nThistlemoor Medical Centre,Thistlemoor Road,,,Peterborough,PE1 3HP,East of England,"City of Peterborough, East of England, England, PE1 3HP, United Kingdom","(52.5939535, -0.2564653, 0.0)",52.5939535,-0.2564653,0.0\nThomas Walker Surgery,87-91 Princes Street,,,Peterborough,PE1 2QP,East of England,"City of Peterborough, East of England, England, PE1 2QP, United Kingdom","(52.584016138814754, -0.2405760500062681, 0.0)",52.584016138814754,-0.2405760500062681,0.0\nThornaby & Barwick Medical Group,Barwick Medical Centre,Lowfields Avenue,Ingleby Barwick,Stockton-On-Tees,TS17 0RJ,North East and Yorkshire,"Lowfields, Ingleby Barwick, Stockton-on-Tees, North East England, England, TS17 0RJ, United Kingdom","(54.52388830717365, -1.309216224549706, 0.0)",54.52388830717365,-1.309216224549706,0.0\nThornbrook Surgery,Thornbrook Road,Chapel-En-Le-Frith,,High Peak,SK23 0RH,Midlands,"Chapel-en-le-Frith, High Peak, Derbyshire, East Midlands, England, SK23 0RH, United Kingdom","(53.323486661381864, -1.911118480067165, 0.0)",53.323486661381864,-1.911118480067165,0.0\nThornbury Road Health Centre,Thornbury Road,,,Isleworth,TW7 4HQ,London,"London Borough of Hounslow, London, Greater London, England, TW7 4HQ, United Kingdom","(51.474432269449224, -0.3454432291036295, 0.0)",51.474432269449224,-0.3454432291036295,0.0\nThorne Leisure Centre,Haynes Road,Thorne,,Doncaster,DN8 5HX,North East and Yorkshire,"Thorne, Moorends, Doncaster, Yorkshire and the Humber, England, DN8 5HX, United Kingdom","(53.61136632195595, -0.9543515311329891, 0.0)",53.61136632195595,-0.9543515311329891,0.0\nThorntree Surgery,11 Beresford Buildings,,,Middlesbrough,TS3 9NB,North East and Yorkshire,"Thorntree, Middlesbrough, North East England, England, TS3 9NB, United Kingdom","(54.565208048161956, -1.1834604696246267, 0.0)",54.565208048161956,-1.1834604696246267,0.0\nThorpe Astley,Thorpe Astley Community Centre,Lakin Drive,Braunstone,Leicester,LE3 3RU,Midlands,"Braunstone, Braunstone Town, Blaby, Leicestershire, East Midlands, England, LE3 3RU, United Kingdom","(52.61912236860248, -1.202401725488474, 0.0)",52.61912236860248,-1.202401725488474,0.0\nTidworth Leisure Centre,Nadder Road,,,Tidworth,SP9 7QN,South West,"Tidworth, Wiltshire, South West England, England, SP9 7QN, United Kingdom","(51.23734969111987, -1.6606435125328998, 0.0)",51.23734969111987,-1.6606435125328998,0.0\nTile Hill Primary Care Centre,Jardine Crescent,,,Coventry,CV4 9PL,Midlands,"Coventry, West Midlands Combined Authority, West Midlands, England, CV4 9PL, United Kingdom","(52.40721362627675, -1.5792745155583416, 0.0)",52.40721362627675,-1.5792745155583416,0.0\nTilehurst Village Surgery,92 Westwood Road,Tilehurst,,Reading,RG31 5PP,South East,"Reading, South East England, England, RG31 5PP, United Kingdom","(51.46079244444978, -1.042079227338697, 0.0)",51.46079244444978,-1.042079227338697,0.0\nToddington Medical Centre,Luton Road,Toddington,Dunstable,Luton,LU5 6DE,East of England,"Toddington, Central Bedfordshire, East of England, England, LU5 6DE, United Kingdom","(51.9477298, -0.5322599, 0.0)",51.9477298,-0.5322599,0.0\nTodmorden Group Practice,Lower George Street,,,Todmorden,OL14 5RN,North East and Yorkshire,"Todmorden, Calderdale, West Yorkshire, Yorkshire and the Humber, England, OL14 5RN, United Kingdom","(53.713651355497475, -2.092158838573704, 0.0)",53.713651355497475,-2.092158838573704,0.0\nTonbridge Baptist Church,Derwent Road,,,Tonbridge,TN10 3HZ,South East,"Tonbridge and Malling, Kent, South East England, England, TN10 3HZ, United Kingdom","(51.21132013831993, 0.275646766450295, 0.0)",51.21132013831993,0.275646766450295,0.0\nTonge Moor Health Centre,Thicketford Road,,,Bolton,BL2 2LW,North West,BL2 2LW,"(53.5891388376983, -2.40905570082865, 0.0)",53.5891388376983,-2.40905570082865,0.0\n"Totally Wicked Stadium, St Helens RLFC",Peasley Cross Lane,,,St. Helens,WA9 3AL,North West,"St Helens, North West England, England, WA9 3AL, United Kingdom","(53.4467117751303, -2.7230278534353207, 0.0)",53.4467117751303,-2.7230278534353207,0.0\nTownsend Health Centre,98 Townsend Lane,Anfield,,Liverpool,L6 0AY,North West,"Liverpool, North West England, England, L6 0AY, United Kingdom","(53.429895852539964, -2.9453431776377528, 0.0)",53.429895852539964,-2.9453431776377528,0.0\nTrevelyan House Surgery,Trevelyan House,160 Tooting High Street,,London,SW17 0RT,London,"London Borough of Wandsworth, London, Greater London, England, SW17 0RT, United Kingdom","(51.4248204, -0.1711501, 0.0)",51.4248204,-0.1711501,0.0\nTrinity Park Conference Centre,Felixstowe Road,,,Ipswich,IP3 8UH,East of England,"Purdis Farm, East Suffolk, Suffolk, East of England, England, IP3 8UH, United Kingdom","(52.03274939700682, 1.2231415428727863, 0.0)",52.03274939700682,1.2231415428727863,0.0\nTruro Health Park,Truro Health Park,Infirmary Hill,,Truro,TR1 2JA,South West,"Truro, Highertown, Truro, South West England, England, TR1 2JA, United Kingdom","(50.25960190153053, -5.0551282571933, 0.0)",50.25960190153053,-5.0551282571933,0.0\nTunbridge Wells Masonic Hall,St John\'s Road,,,Tunbridge Wells,TN4 9UY,South East,"Tunbridge Wells, Kent, South East England, England, TN4 9UY, United Kingdom","(51.1478352, 0.263073, 0.0)",51.1478352,0.263073,0.0\nTurnpike House,37 Newtown Road,,,Worcester,WR5 1HG,Midlands,"Worcester, Worcestershire, West Midlands, England, WR5 1HG, United Kingdom","(52.19504877601582, -2.2026300584900333, 0.0)",52.19504877601582,-2.2026300584900333,0.0\nTwo Rivers Medical Centre,30 Woodbridge Road East,,,Ipswich,IP4 5PB,East of England,"Ipswich, Suffolk, East of England, England, IP4 5PB, United Kingdom","(52.060247456614476, 1.1956676961587855, 0.0)",52.060247456614476,1.1956676961587855,0.0\nUlverston Community Health Centre,Ulverston Community Health Centre,Stanley Street,,Ulverston,LA12 7BT,North West,"Ulverston, South Lakeland, Cumbria, North West England, England, LA12 7BT, United Kingdom","(54.19888451736037, -3.0978429906627065, 0.0)",54.19888451736037,-3.0978429906627065,0.0\n"Units 6, 7 and 7a",Business Park East,Fifth Avenue,,Letchworth Garden City,SG6 2TS,East of England,"North Hertfordshire, Hertfordshire, East of England, England, SG6 2TS, United Kingdom","(51.980051083370746, -0.20637143544240133, 0.0)",51.980051083370746,-0.20637143544240133,0.0\nUniversity Health Centre,University Health Centre,9-11 Northcourt Avenue,,Reading,RG2 7HE,South East,"Reading, South East England, England, RG2 7HE, United Kingdom","(51.440870009274434, -0.9543084611850687, 0.0)",51.440870009274434,-0.9543084611850687,0.0\nUniversity Health Service,Building 48,University of Highfield,,Southampton,SO17 1BJ,South East,"Highfield, Southampton, South East England, England, SO17 1BJ, United Kingdom","(50.93456354779223, -1.397552761330047, 0.0)",50.93456354779223,-1.397552761330047,0.0\nUniversity Health Service Health Centre,University Health Service,53 Gell Street,,Sheffield,S3 7QP,North East and Yorkshire,S3 7QP,"(53.380392683217984, -1.482678392850967, 0.0)",53.380392683217984,-1.482678392850967,0.0\n"Upper Floor, The Jenner Health Centre",Jenner Health Centre,201-203 Stanstead Road,Forest Hill,London,SE23 1HU,London,"London Borough of Lewisham, London, Greater London, England, SE23 1HU, United Kingdom","(51.44238749962568, -0.04113884551010568, 0.0)",51.44238749962568,-0.04113884551010568,0.0\nUpton Surgery,Upton Surgery,Tunnel Hill,Upton-Upon-Severn,Worcester,WR8 0QL,Midlands,"Tunnel Hill, Upton-upon-Severn, Malvern Hills, Worcestershire, West Midlands, England, WR8 0QL, United Kingdom","(52.057681620601386, -2.2289510229642633, 0.0)",52.057681620601386,-2.2289510229642633,0.0\nVale Community Hospital,Lister Road,,,Dursley,GL11 4BA,South West,"Dursley, Stroud, Gloucestershire, South West England, England, GL11 4BA, United Kingdom","(51.68927796779094, -2.354806996366495, 0.0)",51.68927796779094,-2.354806996366495,0.0\nValkyrie Primary Care Centre,1st Floor - Valkyrie Primary Care Centre,50 Valkyrie Road,,Westcliff-On-Sea,SS0 8BU,East of England,"Southend-on-Sea, East of England, England, SS0 8BU, United Kingdom","(51.539377505041266, 0.6908943573737544, 0.0)",51.539377505041266,0.6908943573737544,0.0\nValley Medical Centre,75 Hartsbourne Avenue,,,Liverpool,L25 1RY,North West,"Liverpool, North West England, England, L25 1RY, United Kingdom","(53.39916606267333, -2.8766057145391852, 0.0)",53.39916606267333,-2.8766057145391852,0.0\nValley Medical Centre,Johnson Street,Stocksbridge,,Sheffield,S36 1BX,North East and Yorkshire,"Stocksbridge, Bolsterstone, Sheffield, Yorkshire and the Humber, England, S36 1BX, United Kingdom","(53.482925040726215, -1.5964052944823477, 0.0)",53.482925040726215,-1.5964052944823477,0.0\nValley Park Surgery,Franklin Way,,,Croydon,CR0 4YD,London,"London Borough of Croydon, London, Greater London, England, CR0 4YD, United Kingdom","(51.38193306614704, -0.12734431937874888, 0.0)",51.38193306614704,-0.12734431937874888,0.0\nVictoria Central Hospital,Victoria Central Hospital,Mill Lane,,Wallasey,CH44 5UF,North West,"Wirral, North West England, England, CH44 5UF, United Kingdom","(53.415702, -3.0458567, 0.0)",53.415702,-3.0458567,0.0\nVictoria Hospital (Raphael House),Pettits Lane,,,Romford,RM1 4HL,London,"London Borough of Havering, London, Greater London, England, RM1 4HL, United Kingdom","(51.583654901013226, 0.18728369663036873, 0.0)",51.583654901013226,0.18728369663036873,0.0\nVictoria Medical Centre,Victoria Road,,,Hartlepool,TS26 8DF,North East and Yorkshire,"Hartlepool, North East England, England, TS26 8DF, United Kingdom","(54.68520042947042, -1.2185768198895044, 0.0)",54.68520042947042,-1.2185768198895044,0.0\nVillage Surgery,Dudley Lane,Manor Walks Shopping Centre,,Cramlington,NE23 6US,North East and Yorkshire,"Cramlington, Northumberland, North East England, England, NE23 6US, United Kingdom","(55.08474455722382, -1.5870837570717935, 0.0)",55.08474455722382,-1.5870837570717935,0.0\nViolet Melchett,Violet Melchett Clinic,30 Flood Walk,,London,SW3 5RR,London,"Royal Borough of Kensington and Chelsea, London, Greater London, England, SW3 5RR, United Kingdom","(51.4870463, -0.1662537, 0.0)",51.4870463,-0.1662537,0.0\nWainscott Surgery,Miller Way,Wainscott,,Rochester,ME2 4LP,South East,"Frindsbury Extra, Medway, South East England, England, ME2 4LP, United Kingdom","(51.40947607123144, 0.5068040270805981, 0.0)",51.40947607123144,0.5068040270805981,0.0\nWaitrose Sports Hall,Willoughby Road,,,Bracknell,RG12 8FB,South East,"Southern Industrial Area, Bracknell, Bracknell Forest, South East England, England, RG12 8FB, United Kingdom","(51.40939647727798, -0.7671890892380873, 0.0)",51.40939647727798,-0.7671890892380873,0.0\nWallingford Community Hospital,Reading Road,,,Wallingford,OX10 9DU,South East,"Wallingford, South Oxfordshire, Oxfordshire, South East England, England, OX10 9DU, United Kingdom","(51.59549261374428, -1.1282778357294487, 0.0)",51.59549261374428,-1.1282778357294487,0.0\nWalthamstow Central Library,High Street,Walthamstow,,London,E17 7JN,London,"London Borough of Waltham Forest, London, Greater London, England, E17 7JN, United Kingdom","(51.584475797294566, -0.021060824461599487, 0.0)",51.584475797294566,-0.021060824461599487,0.0\nWantage Health Centre,The Health Centre,Mably Way,,Wantage,OX12 9BN,South East,"Grove, Vale of White Horse, Oxfordshire, South East England, England, OX12 9BN, United Kingdom","(51.598763174450916, -1.4258472938209137, 0.0)",51.598763174450916,-1.4258472938209137,0.0\nWare Drill Hall,17 Amwell End,,,Ware,SG12 9HP,East of England,"Ware, East Hertfordshire, Hertfordshire, East of England, England, SG12 9HP, United Kingdom","(51.80869083540198, -0.029811425852475527, 0.0)",51.80869083540198,-0.029811425852475527,0.0\nWareham Hospital,Streche Road,,,Wareham,BH20 4QQ,South West,"Wareham Town, Dorset, South West England, England, BH20 4QQ, United Kingdom","(50.68698604572237, -2.116746678114722, 0.0)",50.68698604572237,-2.116746678114722,0.0\nWargrave Surgery,Victoria Road,Wargrave,,Reading,RG10 8BP,South East,"Wargrave, Wokingham, South East England, England, RG10 8BP, United Kingdom","(51.501472788995684, -0.8622440437825368, 0.0)",51.501472788995684,-0.8622440437825368,0.0\nWashington PCC,Washington Primary Care Centre,Princess Ann Park,Parkway,Washington,NE38 7QZ,North East and Yorkshire,"Washington, Sunderland, Tyne and Wear, North East England, England, NE38 7QZ, United Kingdom","(54.898042830712335, -1.5290776035390408, 0.0)",54.898042830712335,-1.5290776035390408,0.0\nWashwood Heath Health Centre,4 Clodeshall Road,Saltley,,Birmingham,B8 3SN,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B8 3SN, United Kingdom","(52.48830027191821, -1.849087892828851, 0.0)",52.48830027191821,-1.849087892828851,0.0\nWaterloo House Surgery,Lapstone Road,,,Millom,LA18 4BY,North West,"Millom, Haverigg, Copeland, Cumbria, North West England, England, LA18 4BY, United Kingdom","(54.20881216919689, -3.268093695866383, 0.0)",54.20881216919689,-3.268093695866383,0.0\nWaterlooville Health Centre,Waterlooville Health Centre,Dryden Close,,Waterlooville,PO7 6AJ,South East,"Havant, Hampshire, South East England, England, PO7 6AJ, United Kingdom","(50.89189925002038, -1.0336010147375303, 0.0)",50.89189925002038,-1.0336010147375303,0.0\nWaters Green Medical Centre,Sunderland Street,,,Macclesfield,SK11 6JL,North West,"Macclesfield, Cheshire East, North West England, England, SK11 6JL, United Kingdom","(53.2578688, -2.1224933999999998, 0.0)",53.2578688,-2.1224933999999998,0.0\nWaters Meeting Health Centre,FAO Natalie Preece,95 Waters Meeting Road,,Bolton,BL1 8TT,North West,BL1 8TT,"(53.59589661425511, -2.4305086505127544, 0.0)",53.59589661425511,-2.4305086505127544,0.0\nWatford Health Centte,21 Upton Road,,,Watford,WD18 0JP,East of England,"Watford, Hertfordshire, East of England, England, WD18 0JP, United Kingdom","(51.65644482505075, -0.40136948228042935, 0.0)",51.65644482505075,-0.40136948228042935,0.0\nWatling Medical Centre,108 Watling Avenue,,,Edgware,HA8 0NR,London,HA8 0NR,"(51.60329064701824, -0.2620209514799359, 0.0)",51.60329064701824,-0.2620209514799359,0.0\nWeavers Medical,Prospect House,121 Lower Street,,Kettering,NN16 8DN,Midlands,NN16 8DN,"(52.40124028, -0.73402888, 0.0)",52.40124028,-0.73402888,0.0\nWeedon Surgery,Weedon Surgery,57 New Croft,Weedon,Northampton,NN7 4RX,Midlands,"Weedon Bec, West Northamptonshire, East Midlands, England, NN7 4RX, United Kingdom","(52.22577276598706, -1.0814536155771748, 0.0)",52.22577276598706,-1.0814536155771748,0.0\nWell Close Medical Group,Well Close Square,,,Berwick-Upon-Tweed,TD15 1LL,North East and Yorkshire,"Berwick-upon-Tweed, Northumberland, North East England, England, TD15 1LL, United Kingdom","(55.7724582508066, -2.006127065107102, 0.0)",55.7724582508066,-2.006127065107102,0.0\nWellington Community Hospital,Bulford,,,Wellington,TA21 8QQ,South West,"Wellington, Somerset West and Taunton, Somerset, South West England, England, TA21 8QQ, United Kingdom","(50.9764662461508, -3.227013911872226, 0.0)",50.9764662461508,-3.227013911872226,0.0\nWellington Medical Practice,Chapel Lane,Wellington,,Telford,TF1 1PZ,Midlands,"Wellington, Telford and Wrekin, West Midlands, England, TF1 1PZ, United Kingdom","(52.699878025801866, -2.5142037043190597, 0.0)",52.699878025801866,-2.5142037043190597,0.0\nWem & Prees Medical Practice (Prees Branch),The Grocott Medical Centre,Whitchurch Road,Prees,Whitchurch,SY13 2DG,Midlands,"Prees, Shropshire, West Midlands, England, SY13 2DG, United Kingdom","(52.90087785602962, -2.6646967148896756, 0.0)",52.90087785602962,-2.6646967148896756,0.0\nWembley Centre for Health and Care,116 Chaplin Road,,,Wembley,HA0 4UZ,London,HA0 4UZ,"(51.54971272307694, -0.3067853393354926, 0.0)",51.54971272307694,-0.3067853393354926,0.0\nWentworth Medical Practice,38 Wentworth Avenue,Finchley,,London,N3 1YL,London,N3 1YL,"(51.60774537334018, -0.1879232237226305, 0.0)",51.60774537334018,-0.1879232237226305,0.0\nWest Derby Medical Centre,3 Winterburn Crescent,West Derby,,Liverpool,L12 8TQ,North West,"Liverpool, North West England, England, L12 8TQ, United Kingdom","(53.431256497644085, -2.8959447610602305, 0.0)",53.431256497644085,-2.8959447610602305,0.0\nWest Heath Surgery,196 West Heath Road,Northfield,,Birmingham,B31 3HB,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B31 3HB, United Kingdom","(52.40158414107915, -1.9619978960770748, 0.0)",52.40158414107915,-1.9619978960770748,0.0\nWest Mendip Community Hospital,Old Wells Road,,,Glastonbury,BA6 8JD,South West,"Glastonbury, Mendip, Somerset, South West England, England, BA6 8JD, United Kingdom","(51.16047809622315, -2.699231104493793, 0.0)",51.16047809622315,-2.699231104493793,0.0\n"West Stand, Halliwell Jones Stadium",Winwick Road,,,Warrington,WA2 7NE,North West,"Warrington, North West England, England, WA2 7NE, United Kingdom","(53.39632267054255, -2.5952290946552465, 0.0)",53.39632267054255,-2.5952290946552465,0.0\nWest View Surgery,9 Park Road,Keynsham,,Bristol,BS31 1BX,South West,"Keynsham, Bath and North East Somerset, South West England, England, BS31 1BX, United Kingdom","(51.41192320108828, -2.5021200561438737, 0.0)",51.41192320108828,-2.5021200561438737,0.0\nWest Walk Surgery,Yate West Gate Centre,21 West Walk,Yate,Bristol,BS37 4AX,South West,"Yate, South Gloucestershire, South West England, England, BS37 4AX, United Kingdom","(51.54036949592176, -2.414341739235081, 0.0)",51.54036949592176,-2.414341739235081,0.0\nWest Wickham & Shirley Baptist Church,Wickham Road,,,Croydon,CR0 8EH,London,"London Borough of Croydon, London, Greater London, England, CR0 8EH, United Kingdom","(51.37763405297222, -0.027201170535630818, 0.0)",51.37763405297222,-0.027201170535630818,0.0\n"West Wight Sport And Community Centre, Freshwater",Moa Place,,,Freshwater,PO40 9XH,South East,"Freshwater, Isle of Wight, South East England, England, PO40 9XH, United Kingdom","(50.6811634, -1.52409555, 0.0)",50.6811634,-1.52409555,0.0\nWestbourne Medical centre,Milburn Road,Westbourne,,Bournemouth,BH4 9HJ,South West,"Bournemouth, Christchurch and Poole, South West England, England, BH4 9HJ, United Kingdom","(50.7236238830939, -1.9016860960656725, 0.0)",50.7236238830939,-1.9016860960656725,0.0\nWestcotes Health Centre,Fosse Road South,Beaumont Leys,,Leicester,LE3 0LP,Midlands,"City of Leicester, East Midlands, England, LE3 0LP, United Kingdom","(52.63137727173202, -1.1534731631876969, 0.0)",52.63137727173202,-1.1534731631876969,0.0\nWestcourt Medical Centre,12 The Street,Rustington,,Littlehampton,BN16 3NX,South East,"Rustington, Arun, West Sussex, South East England, England, BN16 3NX, United Kingdom","(50.81149044730149, -0.5137450648940365, 0.0)",50.81149044730149,-0.5137450648940365,0.0\nWestcroft Health Centre,1 Savill Lane,Westcroft,,Milton Keynes,MK4 4EN,East of England,"Shenley Brook End, Milton Keynes, South East England, England, MK4 4EN, United Kingdom","(52.0063682, -0.7957249, 0.0)",52.0063682,-0.7957249,0.0\nWestern Favell HC,Billing Brook Road,Western Favell,,Northampton,NN3 8DW,Midlands,"Northampton, West Northamptonshire, East Midlands, England, NN3 8DW, United Kingdom","(52.25800634549444, -0.8350537405298813, 0.0)",52.25800634549444,-0.8350537405298813,0.0\nWestridge Leisure Centre,Brading Road,,,Ryde,PO33 1QS,South East,"Nettlestone and Seaview, Isle of Wight, South East England, England, PO33 1QS, United Kingdom","(50.7107195729479, -1.1418299555746907, 0.0)",50.7107195729479,-1.1418299555746907,0.0\nWestway Commuity Centre,25 Chaldon Road,,,Caterham,CR3 5PG,South East,"Caterham-on-the-Hill, Tandridge, Surrey, South East England, England, CR3 5PG, United Kingdom","(51.28650876570787, -0.09127620800438191, 0.0)",51.28650876570787,-0.09127620800438191,0.0\nWestwood Mason Hall,168 Bellegrove Road,,,Welling,DA16 3RD,London,"London Borough of Bexley, London, Greater London, England, DA16 3RD, United Kingdom","(51.464556554903886, 0.09602043637505471, 0.0)",51.464556554903886,0.09602043637505471,0.0\nWetherby Health Centre (LCH),42 Hallfield Lane,,,Wetherby,LS22 6JS,North East and Yorkshire,"Wetherby, Leeds, West Yorkshire, Yorkshire and the Humber, England, LS22 6JS, United Kingdom","(53.93041395617371, -1.3795757175235996, 0.0)",53.93041395617371,-1.3795757175235996,0.0\nWeymouth Community Hospital,Weymouth Community Hospital,3 Melcombe Avenue,,Weymouth,DT4 7TB,South West,"Weymouth, Dorset, South West England, England, DT4 7TB, United Kingdom","(50.62134796628647, -2.450702953439403, 0.0)",50.62134796628647,-2.450702953439403,0.0\nWhaddon Medical Centre,Fern Grove,Bletchley,,Milton Keynes,MK2 3HN,East of England,"Bletchley and Fenny Stratford, Fenny Stratford, Milton Keynes, South East England, England, MK2 3HN, United Kingdom","(51.97927806276439, -0.7258083700503328, 0.0)",51.97927806276439,-0.7258083700503328,0.0\nWhetley Medical Centre,2 Saplin Street,,,Bradford,BD8 9DW,North East and Yorkshire,"Bradford, West Yorkshire, Yorkshire and the Humber, England, BD8 9DW, United Kingdom","(53.803568801911396, -1.7779454890233464, 0.0)",53.803568801911396,-1.7779454890233464,0.0\nWhitby Pavillion,West Cliff,The Spa,,Whitby,YO21 3EN,North East and Yorkshire,"Whitby, Ruswarp, Scarborough, North Yorkshire, Yorkshire and the Humber, England, YO21 3EN, United Kingdom","(54.49088173827694, -0.6201530810803656, 0.0)",54.49088173827694,-0.6201530810803656,0.0\nWhite City Community Centre,India Way,,,London,W12 7QT,London,"London Borough of Hammersmith and Fulham, London, Greater London, England, W12 7QT, United Kingdom","(51.51074026434595, -0.22769972140724884, 0.0)",51.51074026434595,-0.22769972140724884,0.0\nWhitefields Surgery,Hunsbury Hill Road,,,Northampton,NN4 9UW,Midlands,"West Hunsbury, West Northamptonshire, East Midlands, England, NN4 9UW, United Kingdom","(52.220758392209284, -0.9269233277375002, 0.0)",52.220758392209284,-0.9269233277375002,0.0\nWhitegate Health Centre,Whitegate Health Centre,Whitegate Drive,,Blackpool,FY3 9ES,North West,"Blackpool, North West England, England, FY3 9ES, United Kingdom","(53.8120223, -3.03323995, 0.0)",53.8120223,-3.03323995,0.0\nWhiteheath Medical Centre,Badsey Road,,,Oldbury,B69 1EJ,Midlands,"Lion Farm Estate, Turner\'s Portway, Rounds Green, Sandwell, West Midlands Combined Authority, West Midlands, England, B69 1EJ, United Kingdom","(52.49312730599293, -2.0348775121955085, 0.0)",52.49312730599293,-2.0348775121955085,0.0\nWhitehouse Medical Centre,Dorset Way,Whitehouse,,Milton Keynes,MK8 1BP,East of England,MK8 1BP,"(52.0349436271159, -0.8110693502521207, 0.0)",52.0349436271159,-0.8110693502521207,0.0\nWhitley House Surgery,2 Crompton House,Writtle Road,,Chelmsford,CM1 3RW,East of England,"Chelmsford town, Chelmsford, Essex, East of England, England, CM1 3RW, United Kingdom","(51.726399476592796, 0.4562414980799876, 0.0)",51.726399476592796,0.4562414980799876,0.0\nWhitmore Reans HC,Lowe Street,,,Wolverhampton,WV6 0QL,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV6 0QL, United Kingdom","(52.5957286332954, -2.1425218136096813, 0.0)",52.5957286332954,-2.1425218136096813,0.0\nWigton Hospital,Cross Lane,,,Wigton,CA7 9DD,North East and Yorkshire,"Wigton, Allerdale, Cumbria, North West England, England, CA7 9DD, United Kingdom","(54.830561234231645, -3.171460273645918, 0.0)",54.830561234231645,-3.171460273645918,0.0\nWillerby Hill,Beverley Road,Willerby,,Hull,HU10 6ED,North East and Yorkshire,"Cottingham, East Riding of Yorkshire, Yorkshire and the Humber, England, HU10 6ED, United Kingdom","(53.77194371950661, -0.44470314141026207, 0.0)",53.77194371950661,-0.44470314141026207,0.0\nWillesden Centre for Health & Care,Robson Avenue,,,London,NW10 3RY,London,NW10 3RY,"(51.54283567950006, -0.23552609504875588, 0.0)",51.54283567950006,-0.23552609504875588,0.0\nWilmslow Health Centre,Chapel Lane,,,Wilmslow,SK9 5HX,North West,"Wilmslow, Cheshire East, North West England, England, SK9 5HX, United Kingdom","(53.32237764209887, -2.238173797662349, 0.0)",53.32237764209887,-2.238173797662349,0.0\nWinchester Holiday Inn,Telegraph Way,,,Winchester,SO21 1HZ,South East,"Chilcomb, Winchester, Hampshire, South East England, England, SO21 1HZ, United Kingdom","(51.05941391839584, -1.2652874401354095, 0.0)",51.05941391839584,-1.2652874401354095,0.0\nWinchmore Hill Practice,808 Green Lanes,Winchmore Hill,,London,N21 2SA,London,"London Borough of Enfield, London, Greater London, England, N21 2SA, United Kingdom","(51.6332477, -0.0937945, 0.0)",51.6332477,-0.0937945,0.0\nWindhill Green Emerald Suite,2 Thackley Old Road,,,Shipley,BD18 1QB,North East and Yorkshire,"Bradford, West Yorkshire, Yorkshire and the Humber, England, BD18 1QB, United Kingdom","(53.83539729095631, -1.7649221002744826, 0.0)",53.83539729095631,-1.7649221002744826,0.0\nWindrush Health Centre,Welch Way,,,Witney,OX28 6JS,South East,"Witney, West Oxfordshire, Oxfordshire, South East England, England, OX28 6JS, United Kingdom","(51.787322417616004, -1.4889434689020882, 0.0)",51.787322417616004,-1.4889434689020882,0.0\nWindsor Racecourse,Maidenhead Road,,,Windsor,SL4 5EZ,South East,"Windsor and Maidenhead, South East England, England, SL4 5EZ, United Kingdom","(51.48441916161043, -0.6319625527976765, 0.0)",51.48441916161043,-0.6319625527976765,0.0\nWingfield Surgery,72 Wingfield Road,,,Trowbridge,BA14 9EN,South West,BA14 9EN,"(51.31758730277855, -2.2208383909346767, 0.0)",51.31758730277855,-2.2208383909346767,0.0\nWinston Churchill Theatre,Pinn Way,Ruislip,\xa0,London,HA4 7QL,London,"London Borough of Hillingdon, London, Greater London, England, HA4 7QL, United Kingdom","(51.57894343112134, -0.42876450946086114, 0.0)",51.57894343112134,-0.42876450946086114,0.0\nWinyates Health Centre,Winyates Centre,Winyates Way,,Redditch,B98 0NR,Midlands,"Redditch, Worcestershire, West Midlands, England, B98 0NR, United Kingdom","(52.30338, -1.89453, 0.0)",52.30338,-1.89453,0.0\nWokingham Medical Centre/Bradbury Centre,23 Rose Street,,,Wokingham,RG40 1XS,South East,"Wokingham, South East England, England, RG40 1XS, United Kingdom","(51.41166062664491, -0.8310863146900906, 0.0)",51.41166062664491,-0.8310863146900906,0.0\nWoodbridge Community Hall,Station Road,,,Woodbridge,IP12 4AU,East of England,"Woodbridge, East Suffolk, Suffolk, East of England, England, IP12 4AU, United Kingdom","(52.090474771705914, 1.317220779240912, 0.0)",52.090474771705914,1.317220779240912,0.0\nWoodchurch Leisure Centre,Carr Bridge Road,,,Wirral,CH49 8EU,North West,"Wirral, North West England, England, CH49 8EU, United Kingdom","(53.37973637356488, -3.081036334229621, 0.0)",53.37973637356488,-3.081036334229621,0.0\nWoodcross MC,Woodcross Lane,,,Bilston,WV14 9BX,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV14 9BX, United Kingdom","(52.55132664231762, -2.0999477507415243, 0.0)",52.55132664231762,-2.0999477507415243,0.0\nWoodgate Valley Practice,61 Stevens Avenue,,,Birmingham,B32 3SD,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B32 3SD, United Kingdom","(52.44269561101278, -1.9915074549546188, 0.0)",52.44269561101278,-1.9915074549546188,0.0\nWoodhouse Health Centre,Cambridge Road,,,Leeds,LS6 2SF,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS6 2SF, United Kingdom","(53.81262849727085, -1.5475389906863952, 0.0)",53.81262849727085,-1.5475389906863952,0.0\nWoodhouse Health Centre,5-9 Skelton Lane,Woodhouse,,Sheffield,S13 7LY,North East and Yorkshire,"Woodhouse, Sheffield, Yorkshire and the Humber, England, S13 7LY, United Kingdom","(53.357652823282606, -1.37203904964663, 0.0)",53.357652823282606,-1.37203904964663,0.0\nWoodhouse Park Lifestyle Centre,206 Portway,,,Manchester,M22 1QW,North West,"Manchester, Greater Manchester, North West England, England, M22 1QW, United Kingdom","(53.373910881987, -2.27333690403215, 0.0)",53.373910881987,-2.27333690403215,0.0\nWoodlands Family Practice,Gillingham Medical Centre,Woodlands Road,,Gillingham,ME7 2BU,South East,"Gillingham, Medway, South East England, England, ME7 2BU, United Kingdom","(51.3784174798291, 0.5666424506894671, 0.0)",51.3784174798291,0.5666424506894671,0.0\nWoodley Centre Surgery,1st Floor,6 Headley Road,Woodley,Reading,RG5 4JA,South East,"Woodley, Wokingham, South East England, England, RG5 4JA, United Kingdom","(51.45301680610492, -0.9040425244065098, 0.0)",51.45301680610492,-0.9040425244065098,0.0\nWoodroyd Medical Practice,Woodroyd Centre,Woodroyd Road,,Bradford,BD5 8EL,North East and Yorkshire,"Trident, Bradford, West Yorkshire, Yorkshire and the Humber, England, BD5 8EL, United Kingdom","(53.775182740889754, -1.753878123542737, 0.0)",53.775182740889754,-1.753878123542737,0.0\nWoodsend Medical Centre,Woodsend Medical Centre,School Place,,Corby,NN18 0QP,Midlands,NN18 0QP,"(52.48464291807628, -0.7118024015407488, 0.0)",52.48464291807628,-0.7118024015407488,0.0\nWoolpit Health Centre,Heath Road,Woolpit,,Bury St. Edmunds,IP30 9QU,East of England,"Woolpit, Mid Suffolk, Suffolk, East of England, England, IP30 9QU, United Kingdom","(52.22351681018252, 0.892762682776825, 0.0)",52.22351681018252,0.892762682776825,0.0\nWV Active,Aldersley Road,,,Wolverhampton,WV6 9NW,Midlands,"Wolverhampton, West Midlands Combined Authority, West Midlands, England, WV6 9NW, United Kingdom","(52.605442889366806, -2.1496505827969457, 0.0)",52.605442889366806,-2.1496505827969457,0.0\nWycombe Town Hall,Queen Victoria Road,,,High Wycombe,HP11 1BG,South East,"High Wycombe, Buckinghamshire, South East England, England, HP11 1BG, United Kingdom","(51.62807713960282, -0.7491066481273733, 0.0)",51.62807713960282,-0.7491066481273733,0.0\nYardley Green Medical Centre,73-77 Yardley Green Road,Bordesley Green,,Birmingham,B9 5PU,Midlands,"Birmingham, West Midlands Combined Authority, West Midlands, England, B9 5PU, United Kingdom","(52.47575940818664, -1.8395582249482674, 0.0)",52.47575940818664,-1.8395582249482674,0.0\nYarnspinners PHCC,Carr Road,,,Nelson,BB9 7SR,North West,"Nelson, Pendle, Lancashire, North West England, England, BB9 7SR, United Kingdom","(53.838042477244635, -2.218850349727503, 0.0)",53.838042477244635,-2.218850349727503,0.0\nYeadon Health Centre,Yeadon Health Centre,17 South View Road,Yeadon,Leeds,LS19 7PS,North East and Yorkshire,"Leeds, West Yorkshire, Yorkshire and the Humber, England, LS19 7PS, United Kingdom","(53.865736548403866, -1.683170443384146, 0.0)",53.865736548403866,-1.683170443384146,0.0\nYork Medical Centre,St Johns Health Centre,Oak Lane,,Twickenham,TW1 3PA,London,"London Borough of Richmond upon Thames, London, Greater London, England, TW1 3PA, United Kingdom","(51.44936900119361, -0.32569747032800556, 0.0)",51.44936900119361,-0.32569747032800556,0.0\nYorkshire Event Centre,Hall 2,Great Yorkshire Showground,Railway Road,Harrogate,HG2 8NZ,North East and Yorkshire,"Harrogate, North Yorkshire, Yorkshire and the Humber, England, HG2 8NZ, United Kingdom","(53.98299787577521, -1.500172596193383, 0.0)",53.98299787577521,-1.500172596193383,0.0\n'
gpled.to_csv(r"/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets\gpled.csv", index = False)
vacc.to_csv(r"/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets\vacc.csv", index = False)
hub.to_csv(r"/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets\hub.csv", index = False)
phama.to_csv(r"/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets\phama.csv", index = False)
vacc
| Site name | Address | Postcode | Region | location | point | latitude | longitude | altitude | |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Airedale NHSFT | Skipton Rd, Steeton, Keighley | BD20 6TD | North East and Yorkshire | (Steeton with Eastburn, Bradford, West Yorkshi... | (53.897612689098445, -1.9634139879557675, 0.0) | 53.897613 | -1.963414 | 0.0 |
| 2 | Alastair Farquhason Centre | Thurrock Hospital, Long Lane | RM16 2PX | East of England | (Stifford Clays, Grays, Thurrock, East of Engl... | (51.49637525195817, 0.3361966361709417, 0.0) | 51.496375 | 0.336197 | 0.0 |
| 3 | Alban Arena, Civic Centre | St Alban's | AL1 3LD | East of England | (St Albans, Hertfordshire, East of England, En... | (51.75289586853697, -0.33637452716616767, 0.0) | 51.752896 | -0.336375 | 0.0 |
| 5 | Angel Centre | Angel Lane, Tonbridge | TN9 1SF | South East | (Tonbridge and Malling, Kent, South East Engla... | (51.19232227662753, 0.275018291814024, 0.0) | 51.192322 | 0.275018 | 0.0 |
| 6 | Artrix Centre | Bromsgrove | B60 1GN | Midlands | (B60 1GN, (52.33970632049695, -2.0505193577091... | (52.33970632049695, -2.0505193577091454, 0.0) | 52.339706 | -2.050519 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 159 | Westfield Stratford City - old Ikea and Dwell ... | Mountfitchet Road, Olympic Park, East London | E20 1EJ | London | (London Borough of Newham, London, Greater Lon... | (51.54326455, -0.007610775, 0.0) | 51.543265 | -0.007611 | 0.0 |
| 160 | Westgate Leisure Centre | Chichester, Sussex | PO19 1RJ | South East | (Chichester, West Sussex, South East England, ... | (50.83331843130831, -0.7869742411507583, 0.0) | 50.833318 | -0.786974 | 0.0 |
| 161 | Westminster Bridge Vaccination Centre | Westminster Bridge Rd, South Bank, London | SE1 7EH | London | (London Borough of Lambeth, London, Greater Lo... | (51.49847715465968, -0.11933862705876312, 0.0) | 51.498477 | -0.119339 | 0.0 |
| 162 | Westmorland Shopping Centre, (Units 26 - 29) | 50A Stramongate, Kendal, Cumbria | LA9 4BD | North West | (Kendal, South Lakeland, Cumbria, North West E... | (54.329378268882905, -2.743010883699587, 0.0) | 54.329378 | -2.743011 | 0.0 |
| 163 | WestPoint Centre Ltd | WestPoint Centre Ltd, Clyst St Mary, Exeter, D... | EX5 1DJ | South West | (Sowton, Clyst St Mary, East Devon, Devon, Sou... | (50.7125254, -3.4395785, 0.0) | 50.712525 | -3.439579 | 0.0 |
161 rows × 9 columns
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import pandas as pd
from datetime import datetime
from matplotlib.dates import date2num
import geopandas as gpd
from shapely.geometry import Point,Polygon
import plotly.graph_objects as go
import plotly.express as px
import plotly_express as px
import squarify
# PCA & MDS #
from sklearn import manifold
from sklearn.metrics import euclidean_distances
from sklearn.decomposition import PCA
from sklearn.manifold import MDS
from scipy.spatial.distance import pdist, cdist
allvacc=pd.read_csv("/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets/England Census with ALL vacc data.csv")
allvacc.head()
#"ID_0","ISO","NAME_0","ID_1","NAME_1","ID_2","NL_NAME_2","VARNAME_2"
| ID_0 | ISO | NAME_0 | ID_1 | NAME_1 | ID_2 | NAME_2 | TYPE_2 | ENGTYPE_2 | NL_NAME_2 | VARNAME_2 | Combined_England_dataset_Engineered_GEO_CODE | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons | Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons | Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 242 | GBR | United Kingdom | 1 | England | 1 | Barking and Dagenham | London Borough | London Borough | NaN | NaN | E09000002 | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 |
| 1 | 242 | GBR | United Kingdom | 1 | England | 2 | Bath and North East Somerset | Unitary Authority | Unitary Authority | NaN | NaN | E06000022 | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 |
| 2 | 242 | GBR | United Kingdom | 1 | England | 3 | Bedfordshire | Administrative County | Administrative County | NaN | NaN | E06000055 | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 |
| 3 | 242 | GBR | United Kingdom | 1 | England | 4 | Berkshire | County | County | NaN | NaN | E06000037 | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 |
| 4 | 242 | GBR | United Kingdom | 1 | England | 5 | Bexley | London Borough | London Borough | NaN | NaN | E09000004 | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 |
print(allvacc.isnull().sum())
ID_0 0
ISO 0
NAME_0 0
ID_1 0
NAME_1 0
..
Vaccination_Centers_count 0
Phamacy_Vaccination_Centers_count 0
Hospital_hubs_Vacc_Centers_count 0
GP_Vacc_Center_count 0
Sum of all Vaccination centers 0
Length: 79, dtype: int64
pd.set_option('display.max_rows', None)
pd.options.display.max_rows
("ID_0","ISO","NAME_0","ID_1","NAME_1","ID_2","NL_NAME_2","VARNAME_2")
('ID_0', 'ISO', 'NAME_0', 'ID_1', 'NAME_1', 'ID_2', 'NL_NAME_2', 'VARNAME_2')
df123=pd.DataFrame(allvacc,columns=["ID_0","ISO","NAME_0","ID_1","NAME_1","ID_2","NL_NAME_2","VARNAME_2"])
df123
| ID_0 | ISO | NAME_0 | ID_1 | NAME_1 | ID_2 | NL_NAME_2 | VARNAME_2 | |
|---|---|---|---|---|---|---|---|---|
| 0 | 242 | GBR | United Kingdom | 1 | England | 1 | NaN | NaN |
| 1 | 242 | GBR | United Kingdom | 1 | England | 2 | NaN | NaN |
| 2 | 242 | GBR | United Kingdom | 1 | England | 3 | NaN | NaN |
| 3 | 242 | GBR | United Kingdom | 1 | England | 4 | NaN | NaN |
| 4 | 242 | GBR | United Kingdom | 1 | England | 5 | NaN | NaN |
| 5 | 242 | GBR | United Kingdom | 1 | England | 6 | NaN | Blackburn, Blackburn and Darwen |
| 6 | 242 | GBR | United Kingdom | 1 | England | 7 | NaN | NaN |
| 7 | 242 | GBR | United Kingdom | 1 | England | 8 | NaN | NaN |
| 8 | 242 | GBR | United Kingdom | 1 | England | 9 | NaN | NaN |
| 9 | 242 | GBR | United Kingdom | 1 | England | 10 | NaN | NaN |
| 10 | 242 | GBR | United Kingdom | 1 | England | 11 | NaN | NaN |
| 11 | 242 | GBR | United Kingdom | 1 | England | 12 | NaN | NaN |
| 12 | 242 | GBR | United Kingdom | 1 | England | 13 | NaN | NaN |
| 13 | 242 | GBR | United Kingdom | 1 | England | 14 | NaN | NaN |
| 14 | 242 | GBR | United Kingdom | 1 | England | 15 | NaN | NaN |
| 15 | 242 | GBR | United Kingdom | 1 | England | 16 | NaN | Cornouailles|Cornovaglia|Cornualha|Cornualles|... |
| 16 | 242 | GBR | United Kingdom | 1 | England | 17 | NaN | NaN |
| 17 | 242 | GBR | United Kingdom | 1 | England | 18 | NaN | NaN |
| 18 | 242 | GBR | United Kingdom | 1 | England | 19 | NaN | NaN |
| 19 | 242 | GBR | United Kingdom | 1 | England | 20 | NaN | NaN |
| 20 | 242 | GBR | United Kingdom | 1 | England | 21 | NaN | NaN |
| 21 | 242 | GBR | United Kingdom | 1 | England | 22 | NaN | NaN |
| 22 | 242 | GBR | United Kingdom | 1 | England | 23 | NaN | NaN |
| 23 | 242 | GBR | United Kingdom | 1 | England | 24 | NaN | County Durham |
| 24 | 242 | GBR | United Kingdom | 1 | England | 25 | NaN | NaN |
| 25 | 242 | GBR | United Kingdom | 1 | England | 26 | NaN | East Riding, East Yorkshire |
| 26 | 242 | GBR | United Kingdom | 1 | England | 27 | NaN | NaN |
| 27 | 242 | GBR | United Kingdom | 1 | England | 28 | NaN | NaN |
| 28 | 242 | GBR | United Kingdom | 1 | England | 29 | NaN | NaN |
| 29 | 242 | GBR | United Kingdom | 1 | England | 30 | NaN | NaN |
| 30 | 242 | GBR | United Kingdom | 1 | England | 31 | NaN | NaN |
| 31 | 242 | GBR | United Kingdom | 1 | England | 32 | NaN | NaN |
| 32 | 242 | GBR | United Kingdom | 1 | England | 33 | NaN | NaN |
| 33 | 242 | GBR | United Kingdom | 1 | England | 34 | NaN | NaN |
| 34 | 242 | GBR | United Kingdom | 1 | England | 35 | NaN | Southampton |
| 35 | 242 | GBR | United Kingdom | 1 | England | 36 | NaN | NaN |
| 36 | 242 | GBR | United Kingdom | 1 | England | 37 | NaN | NaN |
| 37 | 242 | GBR | United Kingdom | 1 | England | 38 | NaN | NaN |
| 38 | 242 | GBR | United Kingdom | 1 | England | 39 | NaN | NaN |
| 39 | 242 | GBR | United Kingdom | 1 | England | 40 | NaN | NaN |
| 40 | 242 | GBR | United Kingdom | 1 | England | 41 | NaN | NaN |
| 41 | 242 | GBR | United Kingdom | 1 | England | 42 | NaN | NaN |
| 42 | 242 | GBR | United Kingdom | 1 | England | 43 | NaN | NaN |
| 43 | 242 | GBR | United Kingdom | 1 | England | 44 | NaN | NaN |
| 44 | 242 | GBR | United Kingdom | 1 | England | 45 | NaN | NaN |
| 45 | 242 | GBR | United Kingdom | 1 | England | 46 | NaN | NaN |
| 46 | 242 | GBR | United Kingdom | 1 | England | 47 | NaN | NaN |
| 47 | 242 | GBR | United Kingdom | 1 | England | 48 | NaN | Hull |
| 48 | 242 | GBR | United Kingdom | 1 | England | 49 | NaN | NaN |
| 49 | 242 | GBR | United Kingdom | 1 | England | 50 | NaN | NaN |
| 50 | 242 | GBR | United Kingdom | 1 | England | 51 | NaN | NaN |
| 51 | 242 | GBR | United Kingdom | 1 | England | 52 | NaN | NaN |
| 52 | 242 | GBR | United Kingdom | 1 | England | 53 | NaN | NaN |
| 53 | 242 | GBR | United Kingdom | 1 | England | 54 | NaN | NaN |
| 54 | 242 | GBR | United Kingdom | 1 | England | 55 | NaN | NaN |
| 55 | 242 | GBR | United Kingdom | 1 | England | 56 | NaN | NaN |
| 56 | 242 | GBR | United Kingdom | 1 | England | 57 | NaN | NaN |
| 57 | 242 | GBR | United Kingdom | 1 | England | 58 | NaN | NaN |
| 58 | 242 | GBR | United Kingdom | 1 | England | 59 | NaN | Medway Towns |
| 59 | 242 | GBR | United Kingdom | 1 | England | 60 | NaN | NaN |
| 60 | 242 | GBR | United Kingdom | 1 | England | 61 | NaN | NaN |
| 61 | 242 | GBR | United Kingdom | 1 | England | 62 | NaN | NaN |
| 62 | 242 | GBR | United Kingdom | 1 | England | 63 | NaN | NaN |
| 63 | 242 | GBR | United Kingdom | 1 | England | 64 | NaN | NaN |
| 64 | 242 | GBR | United Kingdom | 1 | England | 65 | NaN | NaN |
| 65 | 242 | GBR | United Kingdom | 1 | England | 66 | NaN | NaN |
| 66 | 242 | GBR | United Kingdom | 1 | England | 67 | NaN | NaN |
| 67 | 242 | GBR | United Kingdom | 1 | England | 68 | NaN | North West Somerset |
| 68 | 242 | GBR | United Kingdom | 1 | England | 69 | NaN | NaN |
| 69 | 242 | GBR | United Kingdom | 1 | England | 70 | NaN | NaN |
| 70 | 242 | GBR | United Kingdom | 1 | England | 71 | NaN | NaN |
| 71 | 242 | GBR | United Kingdom | 1 | England | 72 | NaN | NaN |
| 72 | 242 | GBR | United Kingdom | 1 | England | 73 | NaN | NaN |
| 73 | 242 | GBR | United Kingdom | 1 | England | 74 | NaN | NaN |
| 74 | 242 | GBR | United Kingdom | 1 | England | 75 | NaN | NaN |
| 75 | 242 | GBR | United Kingdom | 1 | England | 76 | NaN | NaN |
| 76 | 242 | GBR | United Kingdom | 1 | England | 77 | NaN | NaN |
| 77 | 242 | GBR | United Kingdom | 1 | England | 78 | NaN | NaN |
| 78 | 242 | GBR | United Kingdom | 1 | England | 79 | NaN | NaN |
| 79 | 242 | GBR | United Kingdom | 1 | England | 80 | NaN | NaN |
| 80 | 242 | GBR | United Kingdom | 1 | England | 81 | NaN | NaN |
| 81 | 242 | GBR | United Kingdom | 1 | England | 82 | NaN | NaN |
| 82 | 242 | GBR | United Kingdom | 1 | England | 83 | NaN | Salop |
| 83 | 242 | GBR | United Kingdom | 1 | England | 84 | NaN | NaN |
| 84 | 242 | GBR | United Kingdom | 1 | England | 85 | NaN | NaN |
| 85 | 242 | GBR | United Kingdom | 1 | England | 86 | NaN | NaN |
| 86 | 242 | GBR | United Kingdom | 1 | England | 87 | NaN | NaN |
| 87 | 242 | GBR | United Kingdom | 1 | England | 88 | NaN | Southend |
| 88 | 242 | GBR | United Kingdom | 1 | England | 89 | NaN | NaN |
| 89 | 242 | GBR | United Kingdom | 1 | England | 90 | NaN | NaN |
| 90 | 242 | GBR | United Kingdom | 1 | England | 91 | NaN | Stockton |
| 91 | 242 | GBR | United Kingdom | 1 | England | 92 | NaN | NaN |
| 92 | 242 | GBR | United Kingdom | 1 | England | 93 | NaN | NaN |
| 93 | 242 | GBR | United Kingdom | 1 | England | 94 | NaN | NaN |
| 94 | 242 | GBR | United Kingdom | 1 | England | 95 | NaN | NaN |
| 95 | 242 | GBR | United Kingdom | 1 | England | 96 | NaN | Thamesdown |
| 96 | 242 | GBR | United Kingdom | 1 | England | 97 | NaN | The Wrekin, Wrekin |
| 97 | 242 | GBR | United Kingdom | 1 | England | 98 | NaN | NaN |
| 98 | 242 | GBR | United Kingdom | 1 | England | 99 | NaN | NaN |
| 99 | 242 | GBR | United Kingdom | 1 | England | 100 | NaN | NaN |
| 100 | 242 | GBR | United Kingdom | 1 | England | 101 | NaN | NaN |
| 101 | 242 | GBR | United Kingdom | 1 | England | 102 | NaN | NaN |
| 102 | 242 | GBR | United Kingdom | 1 | England | 103 | NaN | NaN |
| 103 | 242 | GBR | United Kingdom | 1 | England | 104 | NaN | NaN |
| 104 | 242 | GBR | United Kingdom | 1 | England | 105 | NaN | NaN |
| 105 | 242 | GBR | United Kingdom | 1 | England | 106 | NaN | NaN |
| 106 | 242 | GBR | United Kingdom | 1 | England | 107 | NaN | NaN |
| 107 | 242 | GBR | United Kingdom | 1 | England | 108 | NaN | NaN |
| 108 | 242 | GBR | United Kingdom | 1 | England | 109 | NaN | NaN |
| 109 | 242 | GBR | United Kingdom | 1 | England | 110 | NaN | NaN |
| 110 | 242 | GBR | United Kingdom | 1 | England | 111 | NaN | NaN |
| 111 | 242 | GBR | United Kingdom | 1 | England | 112 | NaN | NaN |
rep=allvacc.drop(["Combined_England_dataset_Engineered_GEO_CODE","ID_0","ISO","NAME_0","ID_1","NAME_1","ID_2","NL_NAME_2","VARNAME_2"], axis = 1)
pd.set_option('display.max_columns', None)
rep.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons | Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons | Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 |
rep.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 112 entries, 0 to 111 Data columns (total 70 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 NAME_2 112 non-null object 1 TYPE_2 112 non-null object 2 ENGTYPE_2 112 non-null object 3 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons 112 non-null int64 4 Combined_England_dataset_Engineered_Sex : Males - Unit : Persons 112 non-null int64 5 Combined_England_dataset_Engineered_Sex : Females - Unit : Persons 112 non-null int64 6 Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle 112 non-null int64 7 Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) 112 non-null int64 8 Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles 112 non-null int64 9 Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle 112 non-null int64 10 Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles 112 non-null int64 11 Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles 112 non-null int64 12 Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles 112 non-null int64 13 Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons 112 non-null int64 14 Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons 112 non-null int64 15 Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons 112 non-null int64 16 Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons 112 non-null int64 17 Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons 112 non-null int64 18 Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons 112 non-null int64 19 Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons 112 non-null int64 20 Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons 112 non-null int64 21 Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons 112 non-null int64 22 Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons 112 non-null int64 23 Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons 112 non-null int64 24 Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons 112 non-null int64 25 Combined_England_dataset_Engineered_General health : Good health - Unit : Persons 112 non-null int64 26 Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons 112 non-null int64 27 Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons 112 non-null int64 28 Combined_England_dataset_Engineered_Total households examined using deprivation indexes 112 non-null int64 29 Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions 112 non-null int64 30 Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions 112 non-null int64 31 Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions 112 non-null int64 32 Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions 112 non-null int64 33 Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions 112 non-null int64 34 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons 112 non-null int64 35 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons 112 non-null int64 36 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons 112 non-null int64 37 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons 112 non-null int64 38 Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons 112 non-null int64 39 Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons 112 non-null int64 40 Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons 112 non-null float64 41 Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons 112 non-null int64 42 Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares 112 non-null float64 43 Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households 112 non-null int64 44 Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons 112 non-null int64 45 Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons 112 non-null int64 46 Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons 112 non-null int64 47 Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons 112 non-null int64 48 Combined_England_dataset_Engineered_White\ Irish - Unit : Persons 112 non-null int64 49 Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons 112 non-null int64 50 Combined_England_dataset_Engineered_White\ Other White - Unit : Persons 112 non-null int64 51 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons 112 non-null int64 52 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons 112 non-null int64 53 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons 112 non-null int64 54 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons 112 non-null int64 55 Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons 112 non-null int64 56 Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons 112 non-null int64 57 Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons 112 non-null int64 58 Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons 112 non-null int64 59 Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons 112 non-null int64 60 Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons 112 non-null int64 61 Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons 112 non-null int64 62 Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons 112 non-null int64 63 Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group 112 non-null int64 64 Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons 112 non-null int64 65 Vaccination_Centers_count 112 non-null int64 66 Phamacy_Vaccination_Centers_count 112 non-null int64 67 Hospital_hubs_Vacc_Centers_count 112 non-null int64 68 GP_Vacc_Center_count 112 non-null int64 69 Sum of all Vaccination centers 112 non-null int64 dtypes: float64(2), int64(65), object(3) memory usage: 61.4+ KB
#histogram and normal probability plot
from scipy import stats
from scipy.stats import norm
sns.distplot(rep['Sum of all Vaccination centers'],fit=norm);
fig = plt.figure()
res = stats.probplot(rep['Sum of all Vaccination centers'], plot=plt)
Distribution isn't normal: We have right-skewness. We could potentially apply the log transformation on the data and assess changes. However, as our target variable isn't large numbers we will stick will keep this.
PCA
plt.figure(num=600,figsize=(55,40))
plt.tick_params(axis='x', which='both', labelbottom=True, labeltop=False, top=False, bottom=False)
sns.heatmap(rep.corr(),annot=True, cmap='coolwarm')
<matplotlib.axes._subplots.AxesSubplot at 0x7fdba9469820>
rep=rep.fillna(0)
#Check for any missing values
pd.isnull(rep).sum()
NAME_2 0 TYPE_2 0 ENGTYPE_2 0 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons 0 Combined_England_dataset_Engineered_Sex : Males - Unit : Persons 0 Combined_England_dataset_Engineered_Sex : Females - Unit : Persons 0 Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle 0 Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) 0 Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles 0 Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle 0 Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles 0 Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles 0 Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles 0 Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons 0 Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons 0 Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons 0 Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons 0 Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons 0 Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons 0 Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons 0 Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons 0 Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons 0 Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons 0 Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons 0 Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons 0 Combined_England_dataset_Engineered_General health : Good health - Unit : Persons 0 Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons 0 Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons 0 Combined_England_dataset_Engineered_Total households examined using deprivation indexes 0 Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions 0 Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions 0 Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions 0 Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions 0 Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions 0 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons 0 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons 0 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons 0 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons 0 Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons 0 Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons 0 Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons 0 Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons 0 Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares 0 Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households 0 Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons 0 Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons 0 Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons 0 Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons 0 Combined_England_dataset_Engineered_White\ Irish - Unit : Persons 0 Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons 0 Combined_England_dataset_Engineered_White\ Other White - Unit : Persons 0 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons 0 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons 0 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons 0 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons 0 Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons 0 Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons 0 Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons 0 Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons 0 Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons 0 Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons 0 Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons 0 Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons 0 Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group 0 Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons 0 Vaccination_Centers_count 0 Phamacy_Vaccination_Centers_count 0 Hospital_hubs_Vacc_Centers_count 0 GP_Vacc_Center_count 0 Sum of all Vaccination centers 0 dtype: int64
rep.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 112 entries, 0 to 111 Data columns (total 70 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 NAME_2 112 non-null object 1 TYPE_2 112 non-null object 2 ENGTYPE_2 112 non-null object 3 Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons 112 non-null int64 4 Combined_England_dataset_Engineered_Sex : Males - Unit : Persons 112 non-null int64 5 Combined_England_dataset_Engineered_Sex : Females - Unit : Persons 112 non-null int64 6 Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle 112 non-null int64 7 Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) 112 non-null int64 8 Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles 112 non-null int64 9 Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle 112 non-null int64 10 Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles 112 non-null int64 11 Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles 112 non-null int64 12 Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles 112 non-null int64 13 Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons 112 non-null int64 14 Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons 112 non-null int64 15 Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons 112 non-null int64 16 Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons 112 non-null int64 17 Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons 112 non-null int64 18 Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons 112 non-null int64 19 Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons 112 non-null int64 20 Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons 112 non-null int64 21 Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons 112 non-null int64 22 Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons 112 non-null int64 23 Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons 112 non-null int64 24 Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons 112 non-null int64 25 Combined_England_dataset_Engineered_General health : Good health - Unit : Persons 112 non-null int64 26 Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons 112 non-null int64 27 Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons 112 non-null int64 28 Combined_England_dataset_Engineered_Total households examined using deprivation indexes 112 non-null int64 29 Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions 112 non-null int64 30 Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions 112 non-null int64 31 Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions 112 non-null int64 32 Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions 112 non-null int64 33 Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions 112 non-null int64 34 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons 112 non-null int64 35 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons 112 non-null int64 36 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons 112 non-null int64 37 Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons 112 non-null int64 38 Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons 112 non-null int64 39 Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons 112 non-null int64 40 Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons 112 non-null float64 41 Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons 112 non-null int64 42 Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares 112 non-null float64 43 Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households 112 non-null int64 44 Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons 112 non-null int64 45 Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons 112 non-null int64 46 Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons 112 non-null int64 47 Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons 112 non-null int64 48 Combined_England_dataset_Engineered_White\ Irish - Unit : Persons 112 non-null int64 49 Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons 112 non-null int64 50 Combined_England_dataset_Engineered_White\ Other White - Unit : Persons 112 non-null int64 51 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons 112 non-null int64 52 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons 112 non-null int64 53 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons 112 non-null int64 54 Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons 112 non-null int64 55 Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons 112 non-null int64 56 Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons 112 non-null int64 57 Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons 112 non-null int64 58 Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons 112 non-null int64 59 Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons 112 non-null int64 60 Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons 112 non-null int64 61 Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons 112 non-null int64 62 Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons 112 non-null int64 63 Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group 112 non-null int64 64 Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons 112 non-null int64 65 Vaccination_Centers_count 112 non-null int64 66 Phamacy_Vaccination_Centers_count 112 non-null int64 67 Hospital_hubs_Vacc_Centers_count 112 non-null int64 68 GP_Vacc_Center_count 112 non-null int64 69 Sum of all Vaccination centers 112 non-null int64 dtypes: float64(2), int64(65), object(3) memory usage: 61.4+ KB
rep.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons | Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons | Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 |
rep.fillna(0)
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Female Population | Population which have access to a vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Population: No religion | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | Population with Very Bad Health | Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons | Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | Population which are not deprived | Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons | Unpaid Part-time Carers <20hrs | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 0 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 1 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 2 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 4 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 1 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 107 | West Yorkshire | Metropolitan County | Metropolitan County | 2226058 | 1093264 | 1132794 | 922452 | 976961 | 271399 | 392213 | 208849 | 38218 | 11773 | 2226058 | 1216266 | 5783 | 14921 | 7605 | 252370 | 18123 | 7163 | 557775 | 146052 | 29254 | 1021531 | 768712 | 303823 | 102738 | 922452 | 369515 | 298250 | 190547 | 57998 | 6142 | 2001779 | 140121 | 31342 | 52816 | 2226058 | 21621 | 10.969730 | 2226058 | 202927.30 | 922452 | 2188168 | 37890 | 2226058 | 1746295 | 14910 | 1660 | 56953 | 20827 | 4624 | 15098 | 7577 | 53152 | 189708 | 15632 | 10783 | 22272 | 24685 | 15581 | 6210 | 9212 | 10879 | 6 | 16 | 11 | 40 | 5 |
| 108 | Westminster | London Borough (city) | London Borough (city) | 226771 | 115639 | 111132 | 110157 | 50502 | 69574 | 32969 | 6103 | 1051 | 460 | 226771 | 101221 | 3286 | 4323 | 7403 | 40482 | 514 | 1308 | 47064 | 21170 | 3547 | 122920 | 68181 | 22670 | 9453 | 110157 | 43480 | 38278 | 18840 | 7912 | 1647 | 210317 | 10371 | 2587 | 3496 | 226771 | 3249 | 93.015176 | 226771 | 2438.00 | 110157 | 220395 | 6376 | 226771 | 81577 | 5140 | 79 | 54333 | 1907 | 1964 | 3695 | 4118 | 7429 | 2344 | 6531 | 6180 | 10318 | 9239 | 4495 | 2931 | 15793 | 8698 | 3 | 1 | 3 | 1 | 1 |
| 109 | Wiltshire | Administrative County | Administrative County | 470981 | 231754 | 239227 | 194194 | 280840 | 28660 | 80315 | 63879 | 15513 | 5827 | 470981 | 301651 | 1621 | 1308 | 384 | 2074 | 303 | 2417 | 125045 | 36178 | 4106 | 234318 | 160362 | 57221 | 14974 | 194194 | 96645 | 62496 | 28845 | 5720 | 488 | 423373 | 33064 | 5066 | 9478 | 470981 | 9360 | 1.446795 | 470981 | 325534.10 | 194194 | 457954 | 13027 | 470981 | 439725 | 2381 | 757 | 12108 | 1968 | 656 | 1667 | 1277 | 1547 | 215 | 595 | 1210 | 2611 | 1418 | 1151 | 659 | 288 | 748 | 1 | 6 | 1 | 12 | 3 |
| 110 | Worcestershire | Administrative County | Administrative County | 566169 | 278791 | 287378 | 239717 | 341207 | 39855 | 96498 | 76841 | 18970 | 7553 | 566169 | 382240 | 1268 | 1145 | 355 | 7466 | 1413 | 2061 | 131861 | 38360 | 6574 | 263127 | 197450 | 76406 | 22612 | 239717 | 109688 | 77262 | 42677 | 9330 | 760 | 502484 | 42522 | 7445 | 13718 | 566169 | 7715 | 3.252878 | 566169 | 174051.70 | 239717 | 556357 | 9812 | 566169 | 522922 | 3480 | 1165 | 14491 | 3150 | 592 | 2053 | 1250 | 3634 | 4984 | 1316 | 1601 | 2206 | 767 | 1275 | 330 | 236 | 717 | 3 | 1 | 1 | 13 | 3 |
| 111 | York | Unitary Authority (city) | Unitary Authority (city) | 198051 | 96254 | 101797 | 83552 | 90126 | 21808 | 38999 | 18535 | 3210 | 1000 | 198051 | 117856 | 1016 | 983 | 202 | 2072 | 133 | 747 | 59646 | 15396 | 1819 | 98402 | 67709 | 23752 | 6369 | 83552 | 41409 | 26882 | 12526 | 2524 | 211 | 179827 | 12701 | 1934 | 3589 | 198051 | 2638 | 7.282992 | 198051 | 27193.63 | 83552 | 190392 | 7659 | 198051 | 178613 | 1103 | 269 | 6746 | 529 | 305 | 873 | 706 | 1531 | 417 | 370 | 2449 | 1973 | 903 | 205 | 86 | 498 | 475 | 1 | 2 | 2 | 2 | 1 |
112 rows × 70 columns
from sklearn import manifold
from sklearn.metrics import euclidean_distances
from sklearn.decomposition import PCA
from sklearn.manifold import MDS
from scipy.spatial.distance import pdist, cdist
# Transform the data into a numpy ndarray
np_array = rep.values
# Removing the first column
np_array = np_array[:, 3:]
np_array
array([[185911, 90237, 95674, ..., 0, 2, 4],
[176016, 86072, 89944, ..., 2, 3, 7],
[157479, 77312, 80167, ..., 2, 6, 15],
...,
[470981, 231754, 239227, ..., 1, 12, 20],
[566169, 278791, 287378, ..., 1, 13, 18],
[198051, 96254, 101797, ..., 2, 2, 7]], dtype=object)
from sklearn.preprocessing import MinMaxScaler
scaler = MinMaxScaler()
data_rescaled = scaler.fit_transform(np_array)
data_rescaled
array([[0.06541973, 0.06415119, 0.06664858, ..., 0. , 0.03508772,
0.04166667],
[0.06179397, 0.0610496 , 0.06251506, ..., 0.125 , 0.05263158,
0.07291667],
[0.05500158, 0.0545262 , 0.0554621 , ..., 0.125 , 0.10526316,
0.15625 ],
...,
[0.16987598, 0.16953604, 0.17020529, ..., 0.0625 , 0.21052632,
0.20833333],
[0.20475507, 0.20456355, 0.20494061, ..., 0.0625 , 0.22807018,
0.1875 ],
[0.06986811, 0.06863193, 0.07106561, ..., 0.125 , 0.03508772,
0.07291667]])
#//95% of variance
from sklearn.decomposition import PCA
pca = PCA(n_components = 0.95)
pca.fit(data_rescaled)
reduced = pca.transform(data_rescaled)
# Building the PCA model
pca = PCA(n_components=2).fit(data_rescaled) # We're telling PCA here to keep only the 2 first principal components when fitting the data
pca_x = pca.transform(data_rescaled) # This variable will contain the coordinates of each row in the new system of coordinates found by PCA (restricted to the first two directions or principal components)
# Those 2 Principal Components are going to be used to project the data onto a 2D space in order to be able
# to visualize a "compressed" version (in terms of variance) of our initial multivariate DataFrame
# Let's check out the result of our PCA applied to the dataFrame df
print("The pca_x variable has a shape of :", pca_x.shape)
print(pca_x)
The pca_x variable has a shape of : (112, 2) [[-6.71998635e-01 3.51638691e-01] [-7.08682740e-01 -2.32639498e-01] [-6.74316990e-01 -1.61149308e-01] [-6.76015147e-01 -3.04218307e-01] [-5.66154772e-01 4.34971036e-02] [-8.25255729e-01 -1.56596649e-01] [-6.78073798e-01 -3.59270054e-02] [-6.68121972e-02 1.21358164e+00] [-3.95803292e-01 1.30598855e-01] [-1.39270772e-02 1.59019733e-01] [-3.20389790e-01 2.05221858e-02] [ 2.96268193e-01 -2.95015048e-01] [ 6.65792084e-01 -2.90154989e-01] [-3.42034302e-01 7.15819009e-01] [-7.96243918e-02 -4.26165177e-01] [ 2.39132655e-01 -5.75610750e-01] [-4.14141668e-02 6.80834849e-01] [ 1.75768841e-01 -6.62916660e-01] [-9.23722803e-01 -2.33811809e-01] [-8.32545755e-01 -3.09796917e-01] [-5.56095050e-01 -3.65959067e-02] [-8.57210109e-01 -3.08877525e-01] [-5.55274119e-02 -5.09984867e-01] [ 8.43355967e-02 -4.97519950e-01] [ 2.41039917e-02 9.59723310e-01] [-3.08862525e-01 -4.49572701e-01] [ 2.56036445e-01 -3.75647794e-01] [-3.92858899e-02 7.29890878e-01] [ 2.50826769e+00 -6.26924668e-01] [ 3.87204480e-01 -4.90361292e-01] [-3.57100544e-01 5.72836552e-01] [-3.25541369e-01 1.04796051e+00] [-8.84479368e-01 -2.05868483e-01] [-5.56435579e-01 6.26807169e-01] [ 2.30373482e+00 -7.22120302e-01] [-2.60401564e-01 8.82016733e-01] [-3.32120870e-01 6.17676662e-01] [-9.85405857e-01 -2.20473668e-01] [-6.05150627e-01 -9.49249479e-02] [-6.95578161e-01 -3.65649097e-01] [ 2.01310881e+00 8.38282281e-02] [-3.13978943e-01 3.04766087e-01] [-3.66021107e-01 5.19315059e-01] [-8.40045718e-01 -2.68525228e-01] [-5.10350806e-01 7.38305682e-01] [-5.96980392e-01 6.87478167e-01] [ 2.79583023e+00 -5.20491168e-01] [-5.87157970e-01 -5.87848681e-02] [-6.89239511e-01 1.37640028e-01] [-1.04571017e-01 1.05732799e+00] [ 1.88435649e+00 -6.36713972e-01] [ 4.95750988e-01 -4.39448464e-01] [-2.08777370e-01 4.75916475e-01] [-2.21277647e-01 8.30490853e-01] [ 6.52371352e-01 -6.40850595e-01] [-1.18558482e+00 -1.22379096e-01] [-6.12061366e-01 2.04863813e-01] [ 7.68726212e-01 7.27825120e-01] [-5.22053218e-01 -1.57366246e-01] [ 2.34683901e+00 -6.96353754e-02] [-5.95674764e-01 3.51207659e-01] [-8.81313718e-01 -1.10810944e-01] [-4.92073978e-01 1.36584366e-04] [-2.32866366e-01 1.03676142e+00] [ 1.16667952e+00 -6.05936206e-01] [-7.99934916e-01 -2.42693229e-01] [-7.68128131e-01 -2.87519411e-01] [-6.74222662e-01 -2.94243519e-01] [ 4.26988875e-01 -7.19321181e-01] [ 6.91583014e-01 -2.79933578e-01] [-3.21651714e-01 -5.28796035e-01] [ 7.57843819e-01 -5.02970853e-01] [-2.85031532e-01 2.65689175e-01] [ 7.40977997e-01 -2.72015925e-01] [-6.66128448e-01 -1.05783943e-01] [-5.73738758e-01 -1.48577753e-01] [-8.28316508e-01 -1.83977758e-01] [-6.49277647e-01 2.03494667e-02] [-3.26905549e-01 5.57040813e-01] [-8.46517169e-01 -2.67955409e-01] [-6.32993092e-01 4.91574798e-02] [-1.09865099e+00 -2.42728240e-01] [-3.61214010e-01 -4.76388119e-01] [ 2.78952555e-01 -5.82496810e-01] [-4.87007060e-01 -3.15938982e-01] [ 2.25790316e+00 -1.76739444e-01] [-5.46584174e-01 6.26825505e-02] [-7.48529301e-01 -4.73148843e-02] [-2.07985488e-01 1.02533445e+00] [ 9.45412208e-01 -6.52505637e-01] [-7.49460719e-01 -2.43020935e-01] [-5.57829475e-01 -1.30969581e-01] [ 8.57569157e-01 -5.14622002e-01] [ 2.07042776e+00 -2.20564398e-01] [-6.27217715e-01 8.76672533e-02] [-6.67350494e-01 -1.64788384e-01] [-7.69804653e-01 -2.41994953e-01] [-7.94987888e-01 -1.18751955e-01] [-8.69614438e-01 -1.89601115e-01] [-4.23352834e-01 7.80774286e-01] [ 1.61823556e+00 -1.97785386e-01] [-3.81724665e-01 6.60784715e-01] [-2.43091845e-01 6.39513379e-01] [-7.01909365e-01 -2.38625991e-01] [ 2.65966824e-01 -4.01173746e-01] [ 6.30983583e+00 1.70197098e+00] [ 9.81224826e-01 -3.84194859e-01] [ 4.51714245e+00 1.61930232e-01] [-2.69818113e-01 9.25007299e-01] [ 9.85984375e-02 -5.18535077e-01] [ 2.66606208e-01 -5.23243141e-01] [-6.74601531e-01 -2.10951399e-01]]
# Let's try doing the same thing but after centralizing the data
# Centralize = substracting the mean of each column from each value of that column --> so that the mean of every column becomes 0
df_centralized = (rep.iloc[:,3:] - rep.mean()) # we drop the column (communityname) here instead of creating a separate matrix
# Display the mean of each column
df_centralized.describe().loc[['mean'], :].T # Take just the mean from the subscribe() method, and transpose (.T) the dataFrame to have the 'mean' as a column and the features as rows
# Build PCA
pca_center = PCA(n_components=2).fit(df_centralized) # same thing as before
pca_center_x = pca_center.transform(df_centralized)
# Let's visualize the results
plt.figure(num=1, figsize=(16,5))
# First, the normal data
plt.subplot(1,2,1)
plt.xlabel("Principal Component 1")
plt.ylabel("Principal Component 2")
plt.title("Projection of the original data Scaled onto the first 2 PCs")
plt.scatter(pca_x[:,0], pca_x[:,1],cmap='viridis'); # pca_x[:, 0] is the first column corresponding to the first principal component, same reasoning for pca[:, 1]
# First, the normal data
plt.subplot(1,2,2)
plt.xlabel("Principal Component 1")
plt.ylabel("Principal Component 2")
plt.title("Projection of the centralized original data onto the first 2 PCs")
plt.scatter(pca_center_x[:,0], pca_center_x[:,1],cmap='viridis'); # pca_x[:, 0] is the first column corresponding to the first principal component, same reasoning for pca[:, 1]
# Ordering the features by their coefficients in the equation of the first Principal Component
# PC1 = a*column1 + b*column2 + ... + zzz*column101. The coefficients of PC1 a, b, c, ..zzz also called loadings, are stored in pca_clean.components_[0]
pca_x_1 = pca.components_[0] # First principal component
sort_array_1 = np.argsort(np.abs(pca_x_1)) # Sorting the 'Indexes' of the pca_clean_1 array from the lowest value to the highest (in magnitude, ignoring the sign)
pca_x_1_highest_values = pca_x_1[sort_array_1][::-1][:10] # We sorted from low to high, [::-1] retrieves all values backward (to inverse the sort), [:10] get the first
pca_x_1_cols_highest_values = rep.columns[1+sort_array_1][::-1][:10] # retrieving the names of the columns corresponding to the highest values
# The '1+sort_array' accounts for the fact that df has the 'communityname' column and sort_array sorted indices in an array that didn't have the column (we dropped it before doing PCA)
# Same thing but ... a little bit more compact
pca_x_2_highest_values = np.asarray(pca.components_[1])[np.argsort(np.abs(pca.components_[1]))][::-1][:10]
pca_x_2_cols_highest_values = rep.columns[1+np.argsort(np.abs(pca.components_[1]))][::-1][:10]
# Printing the result
print('\nFirst Principal Component : 10 Highest Loadings (in magnitude)\n')
for i in range(10):
print('The Column "{}" has a loading of : {}'.format(pca_x_1_cols_highest_values[i], pca_x_1_highest_values[i]))
print('\nSecond Principal Component : 10 Highest Loadings (in magnitude)\n')
for i in range(10):
print('The Column "{}" has a loading of : {}'.format(pca_x_2_cols_highest_values[i], pca_x_2_highest_values[i]))
First Principal Component : 10 Highest Loadings (in magnitude) The Column "Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle" has a loading of : 0.17589332908518202 The Column "Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles" has a loading of : 0.17210627827159944 The Column "Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles" has a loading of : 0.17128277752337184 The Column "Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons" has a loading of : 0.17015960146324993 The Column "Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons" has a loading of : 0.16977403742879604 The Column "Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons" has a loading of : 0.16596921205601273 The Column "Combined_England_dataset_Engineered_Sex : Females - Unit : Persons" has a loading of : 0.1625130082035493 The Column "Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons" has a loading of : 0.1596562763826866 The Column "Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households" has a loading of : 0.15638868792374794 The Column "Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles" has a loading of : 0.1525895552587844 Second Principal Component : 10 Highest Loadings (in magnitude) The Column "Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons" has a loading of : 0.40563303924500244 The Column "Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons" has a loading of : 0.3049706272031248 The Column "Combined_England_dataset_Engineered_White\ Irish - Unit : Persons" has a loading of : 0.2615383472804915 The Column "Combined_England_dataset_Engineered_White\ Other White - Unit : Persons" has a loading of : 0.2422439783154376 The Column "Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons" has a loading of : -0.23088040684768646 The Column "Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons" has a loading of : 0.22261886809633646 The Column "Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons" has a loading of : 0.21709580254467004 The Column "Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons" has a loading of : 0.20396661357897575 The Column "Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons" has a loading of : 0.1991021665259319 The Column "Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons" has a loading of : 0.18797788921432595
# Checking the retained variance by the two PCs
variance_PC1 = pca.explained_variance_ratio_[0] # pca_clean.explained_variance_ratio_ is the vector that stores those percentages
variance_PC2 = pca.explained_variance_ratio_[1]
print("The % of total variance explained by PC 1 is :", round(variance_PC1*100, 2), "%")
print("The % of total variance explained by PC 2 is :", round(variance_PC2*100, 2), "%")
print("The % of total variance explained by PC1 and PC2 is :", round((variance_PC1+variance_PC2)*100, 2), "%")
The % of total variance explained by PC 1 is : 69.12 % The % of total variance explained by PC 2 is : 14.11 % The % of total variance explained by PC1 and PC2 is : 83.24 %
rep.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons | Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons | Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 |
# Fitting PCA to the new data
pca = PCA(n_components=2).fit(data_rescaled) # we keep all rows and we skip first column (communityname)
pca_x = pca.transform(data_rescaled)
# Before we visualize, let's pick a column that we can use to color the data points
color_feature = 'Sum of all Vaccination centers'
# Visualization
plt.rc('xtick', labelsize=10)
plt.rc('ytick', labelsize=10)
plt.figure(num=3, figsize=(12, 5))
plt.xlabel('Principal Component 1')
plt.ylabel('Principal Component 2')
plt.title('Projection of PCA using color distribution to show vaccination centre distribution')
plt.scatter(pca_x[:,0], pca_x[:,1], alpha = .5, c=rep[color_feature], cmap='viridis')
plt.colorbar();
# Fitting PCA to the new data
pca = PCA(n_components=2).fit(data_rescaled) # we keep all rows and we skip first column (communityname)
pca_x = pca.transform(data_rescaled)
# Before we visualize, let's pick a column that we can use to color the data points
color_feature = 'GP_Vacc_Center_count'
# Visualization
plt.rc('xtick', labelsize=10)
plt.rc('ytick', labelsize=10)
plt.figure(num=3, figsize=(12, 5))
plt.xlabel('Principal Component 1')
plt.ylabel('Principal Component 2')
plt.title('Projection of PCA using color distribution to show GP Vaccination centres')
plt.scatter(pca_x[:,0], pca_x[:,1], alpha = .5, c=rep[color_feature], cmap='viridis')
plt.colorbar();
# Fitting PCA to the new data
pca = PCA(n_components=2).fit(data_rescaled) # we keep all rows and we skip first column (communityname)
pca_x = pca.transform(data_rescaled)
# Before we visualize, let's pick a column that we can use to color the data points
color_feature = 'Hospital_hubs_Vacc_Centers_count'
# Visualization
plt.rc('xtick', labelsize=10)
plt.rc('ytick', labelsize=10)
plt.figure(num=3, figsize=(12, 5))
plt.xlabel('Principal Component 1')
plt.ylabel('Principal Component 2')
plt.title('Projection of PCA using color distribution to show Hospital Hubs Vaccination Centres')
plt.scatter(pca_x[:,0], pca_x[:,1], alpha = .5, c=rep[color_feature], cmap='viridis')
plt.colorbar();
# Fitting PCA to the new data
pca = PCA(n_components=2).fit(data_rescaled) # we keep all rows and we skip first column (communityname)
pca_x = pca.transform(data_rescaled)
# Before we visualize, let's pick a column that we can use to color the data points
color_feature = 'Phamacy_Vaccination_Centers_count'
# Visualization
plt.rc('xtick', labelsize=10)
plt.rc('ytick', labelsize=10)
plt.figure(num=3, figsize=(12, 5))
plt.xlabel('Principal Component 1')
plt.ylabel('Principal Component 2')
plt.title('Projection of PCA using color distribution to show Pharmacy Vaccination Centres')
plt.scatter(pca_x[:,0], pca_x[:,1], alpha = .5, c=rep[color_feature], cmap='viridis')
plt.colorbar();
# Fitting PCA to the new data
pca = PCA(n_components=2).fit(data_rescaled) # we keep all rows and we skip first column (communityname)
pca_x = pca.transform(data_rescaled)
# Before we visualize, let's pick a column that we can use to color the data points
color_feature = 'Vaccination_Centers_count'
# Visualization
plt.rc('xtick', labelsize=10)
plt.rc('ytick', labelsize=10)
plt.figure(num=3, figsize=(12, 5))
plt.xlabel('Principal Component 1')
plt.ylabel('Principal Component 2')
plt.title('Projection of PCA using color distribution to show perticular purpose Vaccination Centres')
plt.scatter(pca_x[:,0], pca_x[:,1], alpha = .5, c=rep[color_feature], cmap='viridis')
plt.colorbar();
# Let's compute the distance matrix of pairwise euclidean distances
dist_mat = cdist(data_rescaled, data_rescaled) # computes the distances between rows of first dataframe and rows of second dataframe. Here I gave the same dataFrame twice, to get a pairwise distance matrix
print("The shape of this matrix is", dist_mat.shape)
The shape of this matrix is (112, 112)
mds = MDS(n_components=2, random_state=123, dissimilarity='precomputed') # dissimilarity precomputed means that we provide the distance matrix, otherwise MDS() can compute it itself
mds_x = mds.fit_transform(dist_mat)
# Let's visualize the results
plt.figure(num=5, figsize=(25, 12))
plt.scatter(mds_x[:, 0], mds_x[:, 1], alpha = .3, s=100)
# We need to loop over every borough, get its name from the borough dataframe and its location from mds_x and add the text to our scatterplot
for index,name in enumerate(rep['NAME_2']):
plt.annotate(s=name, xy=(mds_x[index, 0], mds_x[index, 1]))
plt.xlabel('Axis 1')
plt.ylabel('Axis 2')
plt.title('Multidimensional Scaling on counties in UK - {} Topic'.format('All data & statistics'));
vacc_mds = rep.select_dtypes(include='number') # selects numeric columns only
vacc_mds.head()
--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) <ipython-input-187-8a5ad988ef21> in <module> ----> 1 vacc_mds = data_rescaled.select_dtypes(include='number') # selects numeric columns only 2 vacc_mds.head() AttributeError: 'numpy.ndarray' object has no attribute 'select_dtypes'
# MDS .. again yeah !
mds_1 = MDS(n_components=2, random_state=123)
mds_1_x = mds_1.fit_transform(data_rescaled)
# Let's visualize the results
plt.figure(num=7, figsize=(18, 10))
plt.scatter(mds_1_x[:, 0], mds_1_x[:, 1], alpha = .6, s = 100)
# We need to loop over every county, get its name from the County dataframe and its location from mds_1_x and add the text to our scatterplot
for index,name in enumerate(rep['NAME_2']):
plt.annotate(s=name, xy=(mds_1_x[index, 0], mds_1_x[index, 1]))
plt.xlabel('Axis 1')
plt.ylabel('Axis 2')
plt.title('Multidimensional Scaling on counties in UK - {} Topic'.format('All data & statistics'));
# Let's visualize the results
plt.figure(num=7, figsize=(18, 10))
plt.scatter(mds_1_x[:, 0], mds_1_x[:, 1], alpha = .6, s = 100)
# We need to loop over every type of county, get its name from the County dataframe and its location from mds_1_x and add the text to our scatterplot
for index,name in enumerate(rep['ENGTYPE_2']):
plt.annotate(s=name, xy=(mds_1_x[index, 0], mds_1_x[index, 1]))
plt.xlabel('Axis 1')
plt.ylabel('Axis 2')
plt.title('Multidimensional Scaling on counties in UK - {} Topic'.format('All data & statistics'));
Building Models
rep.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons | Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons | Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 |
#dependent variable
y="Sum of all Vaccination centers";
# features
x01="Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle"
x02="Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles"
x03="Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons"
x04="Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons"
x05="Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons"
x06="Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions"
x07="Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions"
x08="Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions"
x09="Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons"
x10="Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons"
x11="Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons"
x12="Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons"
fig = plt.figure(figsize=(20,10))
scp = fig.add_subplot(141)
scp.scatter(rep.loc[:,x01],rep.loc[:,y], alpha=.2)
scp.set_title('Have access to a vehicle')
scp.set_xlabel('no. of citizens with access to a vehicle')
scp.set_ylabel('Sum of total vaccination centres')
scp = fig.add_subplot(142)
scp.scatter(rep.loc[:,x02],rep.loc[:,y], alpha=.2)
scp.set_title('without access to vehicle')
scp.set_xlabel('no. of citizen without access to a vehicle')
scp.set_ylabel('Sum of total vaccination centres')
scp = fig.add_subplot(143)
scp.scatter(rep.loc[:,x03],rep.loc[:,y], alpha=.2)
scp.set_title('Very bad health')
scp.set_xlabel('no. Very bad health')
scp.set_ylabel('Sum of total vaccination centres')
scp = fig.add_subplot(144)
scp.scatter(rep.loc[:,x04],rep.loc[:,y], alpha=.2)
scp.set_title('Very good health')
scp.set_xlabel('No. Very good health')
scp.set_ylabel('Sum of total vaccination centres')
plt.show()
fig = plt.figure(figsize=(20,10))
scp = fig.add_subplot(141)
scp.scatter(rep.loc[:,x05],rep.loc[:,y], alpha=.2)
scp.set_title('Fair health')
scp.set_xlabel('No. Fair health')
scp.set_ylabel('Sum of total vaccination centres')
scp = fig.add_subplot(142)
scp.scatter(rep.loc[:,x06],rep.loc[:,y], alpha=.2)
scp.set_title('not deprived')
scp.set_xlabel('No. not deprived in any dimension')
scp.set_ylabel('Sum of total vaccination centres')
scp = fig.add_subplot(143)
scp.scatter(rep.loc[:,x07],rep.loc[:,y], alpha=.2)
scp.set_title('deprived by 1 dimension')
scp.set_xlabel('No. deprived by 1')
scp.set_ylabel('Sum of total vaccination centres')
scp = fig.add_subplot(144)
scp.scatter(rep.loc[:,x08],rep.loc[:,y], alpha=.2)
scp.set_title('deprived by 2 dimensions')
scp.set_xlabel('No. deprived by 2 dimensions')
scp.set_ylabel('Sum of total vaccination centres')
plt.show()
fig = plt.figure(figsize=(20,10))
scp = fig.add_subplot(141)
scp.scatter(rep.loc[:,x09],rep.loc[:,y], alpha=.2)
scp.set_title('No. unpaid care')
scp.set_xlabel('No. unpaid care')
scp.set_ylabel('Sum of total vaccination centres')
scp = fig.add_subplot(142)
scp.scatter(rep.loc[:,x10],rep.loc[:,y], alpha=.2)
scp.set_title('1 to 19 hours unpaid care')
scp.set_xlabel('No. 1 to 19 hours unpaid care')
scp.set_ylabel('Sum of total vaccination centres')
scp = fig.add_subplot(143)
scp.scatter(rep.loc[:,x11],rep.loc[:,y], alpha=.2)
scp.set_title('Provides 50 or more hours unpaid care')
scp.set_xlabel('Provides 50 or more hours unpaid care')
scp.set_ylabel('Sum of total vaccination centres')
scp = fig.add_subplot(144)
scp.scatter(rep.loc[:,x12],rep.loc[:,y], alpha=.2)
scp.set_title('Communal establishments')
scp.set_xlabel('No. residents in communal establishments')
scp.set_ylabel('Sum of total vaccination centres')
plt.show()
rep.rename(columns = {x12:'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons'}, inplace = True)
rep.rename(columns = {y:'Sum of all Vaccination centers'}, inplace = True)
xattr='Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons'
yattr='Sum of all Vaccination centers'
sns.set(color_codes=True)
fig,axes = plt.subplots(1,3,figsize=(45,15))
sns.regplot(x=xattr, y=yattr, data=rep, scatter_kws={'alpha':0.25}, ax = axes[0]);
sns.regplot(x=xattr, y=yattr, data=rep, order=2, scatter_kws={'alpha':0.25}, ax = axes[1]);
sns.regplot(x=xattr, y=yattr, data=rep, order=3, scatter_kws={'alpha':0.25}, ax = axes[2]);
plt.show()
Now we shall look at the resuduals of the models of the orders 1, 2, and 3. Residual plots are not supposed to show any structure, otherwise you need to make better models. We also look at the frequency histograms of the residuals shown at the right margins of the scatterplots. A randon distribution should have a bell-shaped histogram with the centre at zero, i.e., the mean value equals zero.
sns.jointplot(x=xattr, y=yattr, data=rep, kind="resid", scatter_kws={'alpha':0.25}, height=8);
plt.show()
sns.jointplot(x=xattr, y=yattr, data=rep, order=2, kind="resid", scatter_kws={'alpha':0.25}, height=8);
plt.show()
sns.jointplot(x=xattr, y=yattr, data=rep, order=3, kind="resid", scatter_kws={'alpha':0.25}, height=8);
plt.show()
/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1734: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations f.tight_layout()
/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1734: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations f.tight_layout()
/opt/anaconda3/lib/python3.8/site-packages/seaborn/axisgrid.py:1734: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations f.tight_layout()
rep.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | No.cars_privately_accessible | No_access_to_vehicle | 1_vehicle_access | 2_vehicle_access | 3_vehicle_access | 4_vehicle_access | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | verybad_health | verygood_health | good_health | fair_health | bad_health | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | not_deprived | deprived_1 | deprived_2 | deprived_3 | deprived_4 | no_care_duties | care_duties_0_19 | care_duties_20_49 | care_duties_50_plus | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | communal_establishments | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | cluster | cen_x | cen_y | c | Density qBins | White No.total | Black No.total | Asian No.total | Mixed No.total | Arab_other No.total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 108386 | 37140 | 29594 | 7878 | 2913 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 166473 | 1326 | 4577 | 2898 | 742 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 126846 | 6202 | 17932 | 5386 | 1113 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 | 2 | 1.758621 | 7.0 | #2095DF | (7374.999, 186720.25] | 145854 | 1376 | 3808 | 2420 | 364 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 | 0 | 1.085714 | 1.9 | #DF2020 | (186720.25, 260508.0] | 189962 | 19624 | 15243 | 5395 | 1773 |
White='Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons','Combined_England_dataset_Engineered_White\ Irish - Unit : Persons','Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons','Combined_England_dataset_Engineered_White\ Other White - Unit : Persons'
Black='Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons','Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons','Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons'
Asian='Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons'
Mixed='Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons'
Arab_other='Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group','Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons'
Population='Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'
rep=rep.rename(columns={"Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons":"verygood_health","Combined_England_dataset_Engineered_General health : Good health - Unit : Persons":"good_health","Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons":"fair_health","Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons":"bad_health","Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons":"verybad_health","Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions":"not_deprived","Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions":"deprived_1","Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions":"deprived_2","Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions":"deprived_3","Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions":"deprived_4","Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons":"no_care_duties","Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons":"care_duties_0_19","Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons":"care_duties_20_49","Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons":"care_duties_50_plus","Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons":"communal_establishments"})
df_ethnic=rep[['Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons','Combined_England_dataset_Engineered_White\ Irish - Unit : Persons','Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons','Combined_England_dataset_Engineered_White\ Other White - Unit : Persons','Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons','Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons','Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons','Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons','Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons','Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group','Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons','Sum of all Vaccination centers','Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons','Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle','Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles']]
#sum_column = df["col1"] + df["col2"]
White = rep['Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons']+rep['Combined_England_dataset_Engineered_White\ Irish - Unit : Persons']+rep['Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons']+rep['Combined_England_dataset_Engineered_White\ Other White - Unit : Persons']
Black = rep['Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons']+rep['Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons']+rep['Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons']
Asian = rep['Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons']+rep['Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons']+rep['Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons']+rep['Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons']+rep['Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons']
Mixed = rep['Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons']+rep['Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons']+rep['Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons']+rep['Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons']
Arab_other = rep['Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group']+rep['Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons']
#Population = ['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons']
rep["White No.total"] = White
rep["Black No.total"] = Black
rep["Asian No.total"] = Asian
rep["Mixed No.total"] = Mixed
rep["Arab_other No.total"] = Arab_other
rep.head()
rep=rep.rename(columns={"Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)":"No.cars_privately_accessible","Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles":"No_access_to_vehicle","Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle":"1_vehicle_access","Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles":"2_vehicle_access","Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles":"3_vehicle_access","Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles":"4_vehicle_access"})
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Black ethnicity' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'Black No.total', data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Black Ethnic Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'White ethnicity' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'White No.total' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs White Ethnic Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Asian ethnicity' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'Asian No.total' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Asian Ethnic Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Mixed ethnicity' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'Mixed No.total' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Mixed Ethnic Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'Arab_other No.total' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Arab Ethnic Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
rep.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | verybad_health | verygood_health | good_health | fair_health | bad_health | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | not_deprived | deprived_1 | deprived_2 | deprived_3 | deprived_4 | no_care_duties | care_duties_0_19 | care_duties_20_49 | care_duties_50_plus | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | communal_establishments | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | cluster | cen_x | cen_y | c | Density qBins | White No.total | Black No.total | Asian No.total | Mixed No.total | Arab_other No.total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 108386 | 37140 | 29594 | 7878 | 2913 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 166473 | 1326 | 4577 | 2898 | 742 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 126846 | 6202 | 17932 | 5386 | 1113 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 | 2 | 1.758621 | 7.0 | #2095DF | (7374.999, 186720.25] | 145854 | 1376 | 3808 | 2420 | 364 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 | 0 | 1.085714 | 1.9 | #DF2020 | (186720.25, 260508.0] | 189962 | 19624 | 15243 | 5395 | 1773 |
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'not_deprived' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Not Deprived Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'deprived_1' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs One Dimension Deprived Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'deprived_2' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Two Dimension Deprived Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'deprived_3' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Three Dimension Deprived Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'deprived_4' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Four Dimension Deprived Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
rep.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | verybad_health | verygood_health | good_health | fair_health | bad_health | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | not_deprived | deprived_1 | deprived_2 | deprived_3 | deprived_4 | no_care_duties | care_duties_0_19 | care_duties_20_49 | care_duties_50_plus | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | communal_establishments | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | cluster | cen_x | cen_y | c | Density qBins | White No.total | Black No.total | Asian No.total | Mixed No.total | Arab_other No.total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 108386 | 37140 | 29594 | 7878 | 2913 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 166473 | 1326 | 4577 | 2898 | 742 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 126846 | 6202 | 17932 | 5386 | 1113 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 | 2 | 1.758621 | 7.0 | #2095DF | (7374.999, 186720.25] | 145854 | 1376 | 3808 | 2420 | 364 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 | 0 | 1.085714 | 1.9 | #DF2020 | (186720.25, 260508.0] | 189962 | 19624 | 15243 | 5395 | 1773 |
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'no_care_duties' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs No Care Duties Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'care_duties_0_19' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs 0-19hr Care Duties Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'care_duties_20_49' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs 20-49hrs Care Duties Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'care_duties_50_plus' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs 50hrs+ Care Duties Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'communal_establishments' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Communal Establishments Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'verybad_health' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Very Bad Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'verygood_health' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Very Good Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'good_health' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Good Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'fair_health' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Fair Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'bad_health' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Bad Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'bad_health' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Bad Health Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
rep.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | No.cars_privately_accessible | No_access_to_vehicle | 1_vehicle_access | 2_vehicle_access | 3_vehicle_access | 4_vehicle_access | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | verybad_health | verygood_health | good_health | fair_health | bad_health | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | not_deprived | deprived_1 | deprived_2 | deprived_3 | deprived_4 | no_care_duties | care_duties_0_19 | care_duties_20_49 | care_duties_50_plus | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | communal_establishments | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | cluster | cen_x | cen_y | c | Density qBins | White No.total | Black No.total | Asian No.total | Mixed No.total | Arab_other No.total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 108386 | 37140 | 29594 | 7878 | 2913 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 166473 | 1326 | 4577 | 2898 | 742 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 126846 | 6202 | 17932 | 5386 | 1113 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 | 2 | 1.758621 | 7.0 | #2095DF | (7374.999, 186720.25] | 145854 | 1376 | 3808 | 2420 | 364 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 | 0 | 1.085714 | 1.9 | #DF2020 | (186720.25, 260508.0] | 189962 | 19624 | 15243 | 5395 | 1773 |
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'No.cars_privately_accessible' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs No vehicles accessible privately Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = 'No_access_to_vehicle' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs No Access to vehicles Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = '1_vehicle_access' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs One Vehicle Access Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = '2_vehicle_access' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Two Vehicle Access Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = '3_vehicle_access' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Three Vehicle Access Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
# Binning the population attribute
rep['Density qBins'] = pd.qcut(rep['Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons'], q = 4) # qBins for quantile-based Bins
# Visualizing 'Vacc' and 'Arab and Other ethnicities' per bin of 'Population density qBins'
plt.figure(num=10,figsize=(45,25))
ax = sns.lmplot(x = 'Sum of all Vaccination centers', y = '4_vehicle_access' , data = rep, order = 3,
col = 'Density qBins', col_wrap = 4, sharex = False, sharey = False, line_kws={'color':'indianred'})
plt.suptitle('Third Order Polynomials of Vaccination centres for each "Population Density" vs Four Vehicle Access Frequency-based Interval', size = 20)
plt.subplots_adjust(top=.8);
<Figure size 3240x1800 with 0 Axes>
rep.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | No.cars_privately_accessible | No_access_to_vehicle | 1_vehicle_access | 2_vehicle_access | 3_vehicle_access | 4_vehicle_access | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | verybad_health | verygood_health | good_health | fair_health | bad_health | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | not_deprived | deprived_1 | deprived_2 | deprived_3 | deprived_4 | no_care_duties | care_duties_0_19 | care_duties_20_49 | care_duties_50_plus | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | communal_establishments | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | cluster | cen_x | cen_y | c | Density qBins | White No.total | Black No.total | Asian No.total | Mixed No.total | Arab_other No.total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 108386 | 37140 | 29594 | 7878 | 2913 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 166473 | 1326 | 4577 | 2898 | 742 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 | 0 | 1.085714 | 1.9 | #DF2020 | (7374.999, 186720.25] | 126846 | 6202 | 17932 | 5386 | 1113 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 | 2 | 1.758621 | 7.0 | #2095DF | (7374.999, 186720.25] | 145854 | 1376 | 3808 | 2420 | 364 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 | 0 | 1.085714 | 1.9 | #DF2020 | (186720.25, 260508.0] | 189962 | 19624 | 15243 | 5395 | 1773 |
km_features = ['not_deprived', 'deprived_1', 'deprived_2', 'deprived_3','deprived_4']
# Create the model
nb_clusters = 3
km = KMeans(n_clusters=nb_clusters, random_state=123)
# Fit the model to the data
km = km.fit(rep[km_features])
# Append a column with the cluster number to each data point (row)
rep['Cluster1'] = km.predict(rep[km_features])
plt.figure(num=8)
sns.pairplot(data=rep[km_features+['Cluster1']], hue='Cluster1', vars=km_features, aspect=1.5, height=3)
plt.suptitle('Scatterplot Matrix of Deprivation characteristics colored by Clusters1', size = 20)
plt.subplots_adjust(top=.9); # This line is to adjust the space between the title and the matrix of plots
<Figure size 432x288 with 0 Axes>
rep.shape
(112, 81)
import geopandas as gp
wards1=gp.read_file('GBR_adm2.shp')
wards1.head()
| geometry | |
|---|---|
| 0 | POLYGON ((0.15242 51.59898, 0.15128 51.59454, ... |
| 1 | POLYGON ((-2.71267 51.31989, -2.71215 51.32662... |
| 2 | POLYGON ((-0.38515 51.92112, -0.40318 51.91548... |
| 3 | POLYGON ((-1.48695 51.33250, -1.48583 51.34389... |
| 4 | POLYGON ((0.08031 51.43162, 0.08072 51.43285, ... |
#Reference - https://towardsdatascience.com/visualizing-clusters-with-pythons-matplolib-35ae03d87489
from sklearn.cluster import KMeans
import numpy as np
# k means
kmeans = KMeans(n_clusters=3, random_state=0)
rep['cluster'] = kmeans.fit_predict(rep[['Vaccination_Centers_count', 'Phamacy_Vaccination_Centers_count']])
# get centroids
centroids = kmeans.cluster_centers_
cen_x = [i[0] for i in centroids]
cen_y = [i[1] for i in centroids]
## add to df
rep['cen_x'] = rep.cluster.map({0:cen_x[0], 1:cen_x[1], 2:cen_x[2]})
rep['cen_y'] = rep.cluster.map({0:cen_y[0], 1:cen_y[1], 2:cen_y[2]})
# define and map colors
colors = ['#DF2020', '#81DF20', '#2095DF']
rep['c'] = rep.cluster.map({0:colors[0], 1:colors[1], 2:colors[2]})
import matplotlib.pyplot as plt
plt.scatter(rep.Vaccination_Centers_count, rep.Phamacy_Vaccination_Centers_count, c=rep.c, alpha = 0.6, s=10)
<matplotlib.collections.PathCollection at 0x7f80297817f0>
## centroids
cent_leg = [Line2D([0], [0], marker='^', color='w', label='Centroid - C{}'.format(i+1),
markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate rep(["NAME_2"])]
# We need to loop over every borough, get its name from the borough dataframe and its location from mds_x and add the text to our scatterplot
for index,name in enumerate(rep['NAME_2']):
plt.annotate(s=name, xy=(mds_x[index, 0], mds_x[index, 1]))
File "<ipython-input-42-ef2afd44b5ca>", line 3 markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate rep(["NAME_2"])] ^ SyntaxError: invalid syntax
from matplotlib.lines import Line2D
fig, ax = plt.subplots(1, figsize=(8,8))
# plot data
plt.scatter(rep["Sum of all Vaccination centers"], rep["GP_Vacc_Center_count"], c=rep.c, alpha = 0.6, s=10)
# plot centroids
plt.scatter(cen_x, cen_y, marker='^', c=colors, s=70)
# plot lines
for idx, val in rep.iterrows():
x = [val["Sum of all Vaccination centers"], val.cen_x,]
y = [val["GP_Vacc_Center_count"], val.cen_y]
plt.plot(x, y, c=val.c, alpha=0.2)
# legend
legend_elements = [Line2D([0], [0], marker='o', color='w', label='Cluster {}'.format(i+1),
markerfacecolor=mcolor, markersize=5) for i, mcolor in enumerate(colors)]
#legend_elements.extend([Line2D([0], [0], marker='^', color='w', label='Centroid - C{}'.format(i+1),
# markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate(colors)])
#legend_elements.extend(cent_leg)
plt.legend(handles=legend_elements, loc='upper right', ncol=2)
# x and y limits
plt.xlim(0,60)
plt.ylim(0,40)
# title and labels
plt.title('Total Vaccination centers vs GP Hubs', loc='left', fontsize=22)
plt.xlabel('Sum of all Vaccination centers')
plt.ylabel('GP_Vacc_Center_count')
Text(0, 0.5, 'GP_Vacc_Center_count')
from matplotlib.lines import Line2D
fig, ax = plt.subplots(1, figsize=(8,8))
# plot data
plt.scatter(rep["Sum of all Vaccination centers"], rep["Hospital_hubs_Vacc_Centers_count"], c=rep.c, alpha = 0.6, s=10)
# plot centroids
plt.scatter(cen_x, cen_y, marker='^', c=colors, s=70)
# plot lines
for idx, val in rep.iterrows():
x = [val["Sum of all Vaccination centers"], val.cen_x,]
y = [val["Hospital_hubs_Vacc_Centers_count"], val.cen_y]
plt.plot(x, y, c=val.c, alpha=0.2)
# legend
legend_elements = [Line2D([0], [0], marker='o', color='w', label='Cluster {}'.format(i+1),
markerfacecolor=mcolor, markersize=5) for i, mcolor in enumerate(colors)]
#legend_elements.extend([Line2D([0], [0], marker='^', color='w', label='Centroid - C{}'.format(i+1),
# markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate(colors)])
#legend_elements.extend(cent_leg)
plt.legend(handles=legend_elements, loc='upper right', ncol=2)
# x and y limits
plt.xlim(0,98)
plt.ylim(-1,20)
# title and labels
plt.title('Total Vaccination centers vs Hospital Hubs', loc='left', fontsize=22)
plt.xlabel('Sum of all Vaccination centers')
plt.ylabel('Hospital_hubs_Vacc_Centers_count')
Text(0, 0.5, 'Hospital_hubs_Vacc_Centers_count')
from matplotlib.lines import Line2D
fig, ax = plt.subplots(1, figsize=(8,8))
# plot data
plt.scatter(rep["Sum of all Vaccination centers"], rep["Phamacy_Vaccination_Centers_count"], c=rep.c, alpha = 0.6, s=10)
# plot centroids
plt.scatter(cen_x, cen_y, marker='^', c=colors, s=70)
# plot lines
for idx, val in rep.iterrows():
x = [val["Sum of all Vaccination centers"], val.cen_x,]
y = [val["Phamacy_Vaccination_Centers_count"], val.cen_y]
plt.plot(x, y, c=val.c, alpha=0.2)
# legend
legend_elements = [Line2D([0], [0], marker='o', color='w', label='Cluster {}'.format(i+1),
markerfacecolor=mcolor, markersize=5) for i, mcolor in enumerate(colors)]
#legend_elements.extend([Line2D([0], [0], marker='^', color='w', label='Centroid - C{}'.format(i+1),
# markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate(colors)])
#legend_elements.extend(cent_leg)
plt.legend(handles=legend_elements, loc='upper right', ncol=2)
# x and y limits
plt.xlim(0,98)
plt.ylim(-1,20)
# title and labels
plt.title('Total Vaccination centers vs Phamacy Hubs', loc='left', fontsize=22)
plt.xlabel('Sum of all Vaccination centers')
plt.ylabel('Phamacy_Vaccination_Centers_count')
Text(0, 0.5, 'Phamacy_Vaccination_Centers_count')
from matplotlib.lines import Line2D
fig, ax = plt.subplots(1, figsize=(8,8))
# plot data
plt.scatter(rep["Sum of all Vaccination centers"], rep["Vaccination_Centers_count"], c=rep.c, alpha = 0.6, s=10)
# plot centroids
plt.scatter(cen_x, cen_y, marker='^', c=colors, s=70)
# plot lines
for idx, val in rep.iterrows():
x = [val["Sum of all Vaccination centers"], val.cen_x,]
y = [val["Vaccination_Centers_count"], val.cen_y]
plt.plot(x, y, c=val.c, alpha=0.2)
# legend
legend_elements = [Line2D([0], [0], marker='o', color='w', label='Cluster {}'.format(i+1),
markerfacecolor=mcolor, markersize=5) for i, mcolor in enumerate(colors)]
#legend_elements.extend([Line2D([0], [0], marker='^', color='w', label='Centroid - C{}'.format(i+1),
# markerfacecolor=mcolor, markersize=10) for i, mcolor in enumerate(colors)])
#legend_elements.extend(cent_leg)
plt.legend(handles=legend_elements, loc='upper right', ncol=2)
# x and y limits
plt.xlim(0,98)
plt.ylim(-1,20)
# title and labels
plt.title('Total Vaccination centers vs Vacc Centres', loc='left', fontsize=22)
plt.xlabel('Sum of all Vaccination centers')
plt.ylabel('Vaccination_Centers_count')
Text(0, 0.5, 'Vaccination_Centers_count')
rep.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Female Population | Population which have access to a vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Population: No religion | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | Population with Very Bad Health | Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons | Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | Population which are not deprived | Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons | Unpaid Part-time Carers <20hrs | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 0 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 1 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 2 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 4 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 1 |
features = ['Sum of all Vaccination centers']
for f in features:
plt.figure()
ax = sns.countplot(x=f, data=rep, hue = 'TYPE_2', palette="Set1")
features = ['Sum of all Vaccination centers']
from matplotlib.pyplot import figure
for f in features:
plt.figure()
figure(figsize=(20, 15), dpi=200)
ax = sns.countplot(x=f, data=rep, hue = 'TYPE_2', palette="Set1")
<Figure size 432x288 with 0 Axes>
import pandas as pd
import numpy as np
import sklearn
import seaborn as sns
import matplotlib.pyplot as plt
from sklearn.preprocessing import StandardScaler
from sklearn.model_selection import train_test_split
rep
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | No.cars_privately_accessible | No_access_to_vehicle | 1_vehicle_access | 2_vehicle_access | 3_vehicle_access | 4_vehicle_access | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | verybad_health | verygood_health | good_health | fair_health | bad_health | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | not_deprived | deprived_1 | deprived_2 | deprived_3 | deprived_4 | no_care_duties | care_duties_0_19 | care_duties_20_49 | care_duties_50_plus | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | communal_establishments | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | cluster | cen_x | cen_y | c | Density qBins | White No.total | Black No.total | Asian No.total | Mixed No.total | Arab_other No.total | Cluster1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 108386 | 37140 | 29594 | 7878 | 2913 | 2 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 166473 | 1326 | 4577 | 2898 | 742 | 2 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 126846 | 6202 | 17932 | 5386 | 1113 | 2 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 | 2 | 1.758621 | 7.000000 | #2095DF | (7374.999, 186720.25] | 145854 | 1376 | 3808 | 2420 | 364 | 2 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 189962 | 19624 | 15243 | 5395 | 1773 | 2 |
| 5 | Blackburn with Darwen | Unitary Authority | Unitary Authority | 147489 | 73547 | 73942 | 57353 | 58447 | 17502 | 25110 | 11819 | 2256 | 666 | 147489 | 77599 | 306 | 574 | 54 | 39817 | 161 | 295 | 20374 | 8309 | 2335 | 66991 | 49010 | 20725 | 8428 | 57353 | 20599 | 18421 | 13105 | 4779 | 449 | 131733 | 8769 | 2691 | 4296 | 147489 | 1467 | 10.764690 | 147489 | 13701.18 | 57353 | 145827 | 1662 | 147489 | 98144 | 794 | 161 | 2910 | 315 | 162 | 989 | 357 | 19791 | 17801 | 1525 | 721 | 1656 | 614 | 202 | 117 | 585 | 645 | 1 | 2 | 1 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 102009 | 933 | 41494 | 1823 | 1230 | 2 |
| 6 | Bournemouth | Unitary Authority | Unitary Authority | 183491 | 91386 | 92105 | 82374 | 92927 | 21333 | 36807 | 18763 | 3961 | 1510 | 183491 | 104828 | 1215 | 1292 | 1343 | 3264 | 156 | 1216 | 55911 | 14266 | 2401 | 84955 | 63260 | 24866 | 8009 | 82374 | 33804 | 27788 | 15624 | 4371 | 787 | 166166 | 11280 | 2260 | 3785 | 183491 | 1785 | 39.734900 | 183491 | 4617.88 | 82374 | 179138 | 4353 | 183491 | 153752 | 1355 | 218 | 13472 | 1043 | 601 | 1396 | 1151 | 1940 | 213 | 408 | 1840 | 2665 | 1208 | 380 | 176 | 693 | 980 | 1 | 1 | 0 | 6 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 168797 | 1764 | 7066 | 4191 | 1673 | 2 |
| 7 | Brent | London Borough | London Borough | 311215 | 156468 | 154747 | 110286 | 87802 | 47419 | 43598 | 14884 | 3429 | 956 | 311215 | 129080 | 4300 | 55449 | 4357 | 58036 | 1709 | 3768 | 33054 | 21462 | 4281 | 149695 | 108169 | 36731 | 12339 | 110286 | 34085 | 40538 | 25540 | 8741 | 1382 | 284605 | 15813 | 4938 | 5859 | 311215 | 3321 | 71.981860 | 311215 | 4323.52 | 110286 | 308895 | 2320 | 311215 | 55887 | 12320 | 320 | 44353 | 4291 | 2820 | 3642 | 5022 | 58017 | 14381 | 1749 | 3250 | 28589 | 24391 | 23723 | 10518 | 11430 | 6512 | 1 | 1 | 0 | 5 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 112880 | 58632 | 105986 | 15775 | 17942 | 2 |
| 8 | Brighton and Hove | Unitary Authority | Unitary Authority | 273369 | 136108 | 137261 | 121540 | 104397 | 46415 | 51727 | 19078 | 3294 | 1026 | 273369 | 117276 | 2742 | 1792 | 2670 | 6095 | 342 | 2409 | 115954 | 24089 | 3277 | 134673 | 91970 | 32298 | 11151 | 121540 | 52226 | 39931 | 21628 | 6704 | 1051 | 249402 | 16401 | 2850 | 4716 | 273369 | 2749 | 33.068660 | 273369 | 8266.71 | 121540 | 266059 | 7310 | 273369 | 220018 | 3772 | 198 | 19524 | 2182 | 2019 | 3351 | 2856 | 2996 | 649 | 1367 | 2999 | 3267 | 2893 | 879 | 416 | 2184 | 1799 | 1 | 1 | 2 | 1 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 243512 | 4188 | 11278 | 10408 | 3983 | 2 |
| 9 | Bristol | Unitary Authority (city) | Unitary Authority (city) | 428234 | 213071 | 215163 | 182747 | 190530 | 52814 | 82483 | 37858 | 7172 | 2420 | 428234 | 200254 | 2549 | 2712 | 777 | 22016 | 2133 | 2793 | 160218 | 34782 | 5425 | 209024 | 143283 | 52446 | 18056 | 182747 | 77443 | 58827 | 34808 | 10430 | 1239 | 388096 | 25709 | 5253 | 9176 | 428234 | 3927 | 39.069740 | 428234 | 10960.76 | 182747 | 418814 | 9420 | 428234 | 333432 | 3851 | 359 | 21950 | 7389 | 1533 | 3402 | 3114 | 6547 | 6863 | 2104 | 3886 | 4255 | 12085 | 6727 | 6922 | 1272 | 2543 | 1 | 4 | 1 | 6 | 12 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 359592 | 25734 | 23655 | 15438 | 3815 | 0 |
| 10 | Bromley | London Borough | London Borough | 309392 | 148588 | 160804 | 130862 | 153908 | 30723 | 59613 | 30909 | 7072 | 2545 | 309392 | 187656 | 1580 | 4987 | 957 | 7841 | 736 | 1138 | 80303 | 24194 | 2818 | 154998 | 105574 | 36098 | 9904 | 130862 | 63450 | 41818 | 20141 | 4931 | 522 | 278380 | 21274 | 3439 | 6299 | 309392 | 4757 | 20.604910 | 309392 | 15015.45 | 130862 | 307023 | 2369 | 309392 | 239478 | 4463 | 580 | 16349 | 3897 | 1335 | 3016 | 2649 | 6215 | 1014 | 1265 | 2768 | 4805 | 9819 | 6609 | 2258 | 870 | 2002 | 1 | 3 | 2 | 5 | 11 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 260870 | 18686 | 16067 | 10897 | 2872 | 2 |
| 11 | Buckinghamshire | Administrative County | Administrative County | 505283 | 248346 | 256937 | 200727 | 314138 | 25261 | 75300 | 73419 | 18882 | 7865 | 505283 | 305804 | 2207 | 6244 | 1511 | 25781 | 4657 | 1803 | 121190 | 36086 | 3902 | 262901 | 170886 | 53987 | 13607 | 200727 | 106894 | 61449 | 26862 | 5007 | 515 | 455769 | 35820 | 5268 | 8426 | 505283 | 10771 | 3.228751 | 505283 | 156494.90 | 200727 | 497299 | 7984 | 505283 | 409793 | 5377 | 614 | 20886 | 4573 | 1098 | 4125 | 2564 | 11368 | 21236 | 1089 | 2554 | 7022 | 4032 | 5175 | 1283 | 853 | 1641 | 1 | 11 | 3 | 10 | 25 | 1 | 2.615385 | 14.230769 | #81DF20 | (260508.0, 516599.25] | 436670 | 10490 | 43269 | 12360 | 2494 | 0 |
| 12 | Cambridgeshire | Administrative County | Administrative County | 621210 | 309560 | 311650 | 251241 | 343690 | 43588 | 106212 | 76970 | 17830 | 6641 | 621210 | 361532 | 3264 | 4142 | 1652 | 8990 | 895 | 2636 | 189016 | 49083 | 5453 | 306910 | 215746 | 73386 | 19715 | 251241 | 123285 | 79821 | 39389 | 8067 | 679 | 561034 | 41313 | 6785 | 12078 | 621210 | 9352 | 2.039267 | 621210 | 304624.20 | 251241 | 598066 | 23144 | 621210 | 524617 | 4908 | 1508 | 43954 | 2510 | 1385 | 3895 | 3291 | 7430 | 2373 | 2562 | 6723 | 6550 | 3426 | 1647 | 937 | 1370 | 2124 | 6 | 3 | 5 | 19 | 33 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 574987 | 6010 | 25638 | 11081 | 3494 | 0 |
| 13 | Camden | London Borough | London Borough | 220338 | 107885 | 112453 | 97534 | 46601 | 59595 | 30991 | 5757 | 912 | 279 | 220338 | 74821 | 2789 | 3141 | 9823 | 26643 | 465 | 1267 | 56113 | 45276 | 3175 | 117692 | 67334 | 22963 | 9174 | 97534 | 36975 | 34569 | 17469 | 7085 | 1436 | 203032 | 11551 | 2437 | 3318 | 220338 | 2530 | 101.091000 | 220338 | 2179.60 | 97534 | 212443 | 7895 | 220338 | 96937 | 7053 | 167 | 41898 | 2494 | 1800 | 3880 | 4148 | 6083 | 1489 | 12503 | 6493 | 8878 | 10802 | 3496 | 3762 | 3432 | 5023 | 1 | 1 | 6 | 6 | 14 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 146055 | 18060 | 35446 | 12322 | 8455 | 2 |
| 14 | Cheshire | Administrative County | Administrative County | 370127 | 181409 | 188718 | 159441 | 224179 | 25709 | 65543 | 52217 | 11763 | 4209 | 370127 | 254940 | 882 | 1328 | 581 | 2438 | 279 | 1065 | 83973 | 24641 | 3914 | 181595 | 123065 | 47306 | 14247 | 159441 | 79623 | 48842 | 25289 | 5287 | 400 | 330124 | 27525 | 4454 | 8024 | 370127 | 6056 | 3.173307 | 370127 | 116637.60 | 159441 | 365065 | 5062 | 370127 | 346264 | 2241 | 313 | 9122 | 1341 | 461 | 1293 | 778 | 2147 | 856 | 504 | 1125 | 1428 | 664 | 511 | 227 | 338 | 514 | 1 | 14 | 4 | 20 | 39 | 1 | 2.615385 | 14.230769 | #81DF20 | (260508.0, 516599.25] | 357940 | 1402 | 6060 | 3873 | 852 | 2 |
| 15 | Cornwall | Administrative County | Administrative County | 534476 | 258907 | 275569 | 231378 | 311157 | 40429 | 103219 | 65012 | 16305 | 6413 | 534476 | 319575 | 1735 | 557 | 393 | 858 | 105 | 3621 | 162062 | 45570 | 7634 | 241894 | 179559 | 79429 | 25960 | 231378 | 92952 | 80131 | 45994 | 11162 | 1139 | 471064 | 39217 | 8304 | 15891 | 534476 | 6185 | 1.500258 | 534476 | 356256.00 | 231378 | 525555 | 8921 | 534476 | 511715 | 2056 | 635 | 10619 | 1251 | 493 | 1562 | 1112 | 837 | 107 | 280 | 1004 | 1208 | 293 | 369 | 102 | 189 | 644 | 2 | 5 | 1 | 13 | 21 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 525025 | 764 | 3436 | 4418 | 833 | 0 |
| 16 | Croydon | London Borough | London Borough | 363378 | 176224 | 187154 | 145010 | 140049 | 48523 | 63183 | 25836 | 5571 | 1897 | 363378 | 205022 | 2381 | 21739 | 709 | 29513 | 1450 | 2153 | 72654 | 27757 | 3953 | 174584 | 128634 | 43473 | 12734 | 145010 | 59399 | 50369 | 26731 | 7457 | 1054 | 329695 | 22063 | 4750 | 6870 | 363378 | 4823 | 41.999840 | 363378 | 8651.89 | 145010 | 360230 | 3148 | 363378 | 171740 | 5369 | 234 | 22852 | 9650 | 3279 | 5140 | 5826 | 24660 | 10865 | 2570 | 3925 | 17607 | 28981 | 31320 | 12955 | 1701 | 4704 | 2 | 4 | 1 | 5 | 12 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 200195 | 73256 | 59627 | 23895 | 6405 | 2 |
| 17 | Cumbria | Administrative County | Administrative County | 499858 | 246065 | 253793 | 222042 | 273534 | 47578 | 99389 | 57798 | 12825 | 4452 | 499858 | 359235 | 1353 | 559 | 203 | 1336 | 64 | 1364 | 101496 | 34248 | 6481 | 225018 | 172789 | 71966 | 23604 | 222042 | 96017 | 72142 | 41985 | 10994 | 904 | 443363 | 35927 | 7265 | 13303 | 499858 | 6584 | 0.738718 | 499858 | 676655.90 | 222042 | 490939 | 8919 | 499858 | 482124 | 1552 | 315 | 8266 | 751 | 314 | 881 | 558 | 892 | 316 | 486 | 1153 | 1219 | 373 | 141 | 65 | 153 | 299 | 3 | 7 | 4 | 15 | 29 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 492257 | 579 | 4066 | 2504 | 452 | 0 |
| 18 | Darlington | Unitary Authority | Unitary Authority | 105564 | 51483 | 54081 | 46670 | 49794 | 13052 | 20682 | 10450 | 1962 | 524 | 105564 | 71122 | 307 | 317 | 45 | 971 | 361 | 310 | 25415 | 6716 | 1440 | 47046 | 37199 | 15116 | 4763 | 46670 | 20184 | 14922 | 8954 | 2407 | 203 | 94516 | 6863 | 1427 | 2758 | 105564 | 1218 | 5.345686 | 105564 | 19747.51 | 46670 | 104111 | 1453 | 105564 | 98898 | 328 | 350 | 2019 | 463 | 97 | 350 | 236 | 726 | 145 | 523 | 349 | 462 | 206 | 105 | 46 | 112 | 149 | 1 | 1 | 2 | 1 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 101595 | 357 | 2205 | 1146 | 261 | 2 |
| 19 | Derbyshire | Administrative County | Administrative County | 71116 | 35071 | 36045 | 30744 | 45168 | 4557 | 12383 | 10233 | 2506 | 1065 | 71116 | 48869 | 164 | 39 | 56 | 142 | 34 | 241 | 16477 | 5094 | 753 | 33487 | 24683 | 9718 | 2475 | 30744 | 14941 | 9756 | 5074 | 903 | 70 | 62113 | 6568 | 889 | 1546 | 71116 | 1345 | 0.897417 | 71116 | 79245.21 | 30744 | 69562 | 1554 | 71116 | 68835 | 321 | 15 | 946 | 130 | 58 | 173 | 105 | 97 | 84 | 4 | 95 | 118 | 33 | 36 | 18 | 10 | 38 | 0 | 14 | 2 | 14 | 30 | 1 | 2.615385 | 14.230769 | #81DF20 | (7374.999, 186720.25] | 70117 | 87 | 398 | 466 | 48 | 2 |
| 20 | Derby | Unitary Authority (city) | Unitary Authority (city) | 248752 | 123046 | 125706 | 102271 | 108124 | 29593 | 44344 | 22930 | 4220 | 1184 | 248752 | 131129 | 822 | 2198 | 110 | 19006 | 8891 | 985 | 68668 | 16943 | 3249 | 111837 | 87060 | 35193 | 11413 | 102271 | 41618 | 33029 | 20996 | 6054 | 574 | 223168 | 15682 | 3586 | 6316 | 248752 | 2431 | 31.878570 | 248752 | 7803.11 | 102271 | 244625 | 4127 | 248752 | 187386 | 2319 | 295 | 9751 | 3916 | 533 | 1772 | 1011 | 10907 | 14620 | 658 | 1292 | 3618 | 3156 | 3405 | 759 | 861 | 2493 | 1 | 3 | 1 | 1 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 199751 | 7320 | 31095 | 7232 | 3354 | 2 |
| 21 | Devon | Administrative County | Administrative County | 77750 | 38070 | 39680 | 32758 | 48250 | 4696 | 13717 | 10443 | 2686 | 1216 | 77750 | 48273 | 224 | 96 | 46 | 112 | 5 | 366 | 22122 | 6506 | 750 | 36263 | 27554 | 10398 | 2785 | 32758 | 14780 | 11023 | 5642 | 1205 | 108 | 69298 | 5798 | 927 | 1727 | 77750 | 1102 | 0.851649 | 77750 | 91293.48 | 32758 | 76866 | 884 | 77750 | 74554 | 278 | 88 | 1776 | 132 | 69 | 169 | 114 | 116 | 7 | 18 | 167 | 120 | 64 | 17 | 13 | 4 | 44 | 3 | 4 | 3 | 17 | 27 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 76696 | 94 | 428 | 484 | 48 | 2 |
| 22 | Dorset | Administrative County | Administrative County | 412905 | 201271 | 211634 | 180213 | 253649 | 28021 | 78377 | 54354 | 14024 | 5437 | 412905 | 269737 | 1280 | 550 | 519 | 1318 | 88 | 2230 | 104221 | 32962 | 4467 | 184353 | 148166 | 59671 | 16248 | 180213 | 80487 | 62366 | 31001 | 5823 | 536 | 363583 | 33362 | 5456 | 10504 | 412905 | 6281 | 1.624573 | 412905 | 254162.20 | 180213 | 403366 | 9539 | 412905 | 394350 | 1975 | 555 | 7437 | 952 | 431 | 1212 | 805 | 737 | 151 | 525 | 943 | 1477 | 518 | 295 | 111 | 116 | 315 | 0 | 7 | 2 | 10 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 404317 | 924 | 3833 | 3400 | 431 | 0 |
| 23 | Durham | Administrative County | Administrative County | 513242 | 251280 | 261962 | 223803 | 248586 | 60926 | 96086 | 52740 | 10775 | 3276 | 513242 | 369715 | 1001 | 607 | 208 | 1934 | 609 | 1525 | 107281 | 30362 | 9333 | 217373 | 171564 | 82404 | 32568 | 223803 | 87986 | 68885 | 51846 | 14353 | 733 | 453187 | 34336 | 8826 | 16893 | 513242 | 4705 | 2.305604 | 513242 | 222606.30 | 223803 | 500288 | 12954 | 513242 | 495664 | 1229 | 467 | 6409 | 969 | 321 | 1093 | 711 | 1368 | 463 | 241 | 1598 | 1186 | 447 | 158 | 96 | 459 | 363 | 1 | 5 | 1 | 14 | 21 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 503769 | 701 | 4856 | 3094 | 822 | 0 |
| 24 | Ealing | London Borough | London Borough | 338449 | 169175 | 169274 | 124082 | 112845 | 43847 | 54846 | 20017 | 4093 | 1279 | 338449 | 148055 | 4228 | 28915 | 1131 | 53198 | 26778 | 1987 | 50848 | 23309 | 4114 | 166385 | 116712 | 38421 | 12817 | 124082 | 46377 | 42757 | 25522 | 8212 | 1214 | 309676 | 17668 | 5033 | 6072 | 338449 | 4037 | 60.954350 | 338449 | 5552.50 | 124082 | 334725 | 3724 | 338449 | 103035 | 10428 | 300 | 52055 | 3939 | 1989 | 4653 | 4485 | 48240 | 14711 | 1786 | 4132 | 31570 | 17299 | 13192 | 6369 | 9804 | 10462 | 1 | 9 | 2 | 3 | 15 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 165818 | 36860 | 100439 | 15066 | 20266 | 2 |
| 25 | East Riding of Yorkshire | Unitary Authority | Unitary Authority | 334179 | 163388 | 170791 | 143032 | 190419 | 25200 | 62802 | 42328 | 9463 | 3239 | 334179 | 227343 | 702 | 607 | 337 | 1309 | 174 | 863 | 78296 | 24548 | 4133 | 151003 | 116859 | 48307 | 13877 | 143032 | 66055 | 46722 | 25187 | 4665 | 403 | 296811 | 24355 | 4418 | 8595 | 334179 | 4469 | 1.387973 | 334179 | 240767.70 | 143032 | 326951 | 7228 | 334179 | 321309 | 908 | 227 | 5345 | 683 | 367 | 785 | 466 | 1081 | 396 | 69 | 660 | 755 | 355 | 175 | 68 | 289 | 241 | 0 | 5 | 3 | 10 | 18 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 327789 | 598 | 2961 | 2301 | 530 | 2 |
| 26 | East Sussex | Administrative County | Administrative County | 526671 | 253764 | 272907 | 231905 | 292118 | 50674 | 100340 | 60173 | 14750 | 5968 | 526671 | 315659 | 2190 | 1501 | 1074 | 4201 | 178 | 3508 | 155723 | 42637 | 6886 | 230697 | 187695 | 77795 | 23598 | 231905 | 98156 | 78965 | 43629 | 10054 | 1101 | 467262 | 39537 | 6745 | 13127 | 526671 | 7111 | 3.082554 | 526671 | 170855.40 | 231905 | 515598 | 11073 | 526671 | 482769 | 3966 | 815 | 17872 | 1947 | 1023 | 2584 | 1919 | 2253 | 317 | 1042 | 1931 | 3600 | 1800 | 771 | 341 | 638 | 1083 | 1 | 4 | 4 | 9 | 18 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 505422 | 2912 | 9143 | 7473 | 1721 | 0 |
| 27 | Enfield | London Borough | London Borough | 312466 | 150654 | 161812 | 119916 | 119653 | 38933 | 51872 | 21997 | 5328 | 1786 | 312466 | 167417 | 1824 | 10927 | 4412 | 52141 | 1078 | 1950 | 48522 | 24195 | 4182 | 146351 | 109394 | 39699 | 12840 | 119916 | 43308 | 41080 | 26163 | 8172 | 1193 | 284842 | 17299 | 4131 | 6194 | 312466 | 3835 | 38.657470 | 312466 | 8082.94 | 119916 | 310066 | 2400 | 312466 | 126450 | 6899 | 344 | 56947 | 4852 | 2384 | 4189 | 5758 | 11648 | 2594 | 5599 | 2588 | 12464 | 28222 | 17334 | 8131 | 1930 | 14133 | 2 | 10 | 3 | 8 | 23 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 190640 | 53687 | 34893 | 17183 | 16063 | 2 |
| 28 | Essex | Administrative County | Administrative County | 1393587 | 680161 | 713426 | 581589 | 795400 | 104522 | 244783 | 171954 | 42913 | 17417 | 1393587 | 860906 | 4693 | 8295 | 6662 | 13526 | 2197 | 5165 | 392047 | 100096 | 15174 | 656820 | 486952 | 182561 | 52080 | 581589 | 255205 | 193345 | 107615 | 23257 | 2167 | 1247376 | 96679 | 17592 | 31940 | 1393587 | 17298 | 4.022605 | 1393587 | 346438.90 | 581589 | 1375440 | 18147 | 1393587 | 1264877 | 11165 | 2161 | 35653 | 6936 | 2801 | 6173 | 4975 | 12456 | 3462 | 2747 | 6361 | 9834 | 12143 | 4556 | 2010 | 2042 | 3235 | 11 | 7 | 4 | 27 | 49 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 1313856 | 18709 | 34860 | 20885 | 5277 | 1 |
| 29 | Gloucestershire | Administrative County | Administrative County | 596984 | 292586 | 304398 | 254615 | 353020 | 43480 | 106491 | 78426 | 18960 | 7258 | 596984 | 379144 | 1772 | 2222 | 539 | 5741 | 449 | 2940 | 159496 | 44681 | 5780 | 283942 | 210173 | 76317 | 20772 | 254615 | 122736 | 81780 | 40770 | 8529 | 800 | 534340 | 43596 | 6830 | 12218 | 596984 | 9279 | 2.250011 | 596984 | 265324.90 | 254615 | 586018 | 10966 | 596984 | 546599 | 3759 | 731 | 18558 | 3627 | 923 | 2353 | 1758 | 5729 | 942 | 960 | 1911 | 2891 | 2090 | 2313 | 747 | 364 | 729 | 0 | 6 | 3 | 10 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 569647 | 5150 | 12433 | 8661 | 1093 | 0 |
| 30 | Greenwich | London Borough | London Borough | 254557 | 126224 | 128333 | 101045 | 78185 | 42455 | 43058 | 12523 | 2321 | 688 | 254557 | 134632 | 4223 | 9087 | 492 | 17349 | 3490 | 1013 | 65034 | 19237 | 3235 | 127641 | 83875 | 29386 | 10420 | 101045 | 37600 | 34480 | 20809 | 7239 | 917 | 232543 | 13085 | 3519 | 5410 | 254557 | 2542 | 53.767760 | 254557 | 4734.38 | 101045 | 249991 | 4566 | 254557 | 133130 | 4291 | 430 | 21151 | 4011 | 2699 | 2361 | 3203 | 7836 | 2594 | 1645 | 5061 | 12758 | 35164 | 8051 | 5440 | 1069 | 3663 | 0 | 4 | 1 | 3 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 159002 | 48655 | 29894 | 12274 | 4732 | 2 |
| 31 | Hackney | London Borough | London Borough | 246270 | 122029 | 124241 | 101690 | 41800 | 65721 | 31157 | 4129 | 525 | 158 | 246270 | 95131 | 3075 | 1577 | 15477 | 34727 | 1872 | 1311 | 69454 | 23646 | 4109 | 128442 | 75699 | 26837 | 11183 | 101690 | 31994 | 36314 | 22514 | 9308 | 1560 | 228322 | 10734 | 3094 | 4120 | 246270 | 2221 | 129.184000 | 246270 | 1906.35 | 101690 | 244433 | 1837 | 246270 | 89030 | 5216 | 474 | 39897 | 4989 | 2866 | 3020 | 4994 | 7599 | 1905 | 6180 | 3436 | 6747 | 27976 | 19168 | 9714 | 1721 | 11338 | 0 | 6 | 1 | 0 | 7 | 2 | 1.758621 | 7.000000 | #2095DF | (186720.25, 260508.0] | 134617 | 56858 | 25867 | 15869 | 13059 | 2 |
| 32 | Halton | Unitary Authority | Unitary Authority | 125746 | 61368 | 64378 | 53312 | 59007 | 14380 | 22923 | 12893 | 2418 | 698 | 125746 | 94314 | 216 | 194 | 44 | 267 | 55 | 303 | 23543 | 6810 | 2133 | 58684 | 39693 | 17504 | 7732 | 53312 | 20060 | 16642 | 12238 | 4105 | 267 | 110728 | 8009 | 2440 | 4569 | 125746 | 1001 | 15.898060 | 125746 | 7909.52 | 53312 | 124874 | 872 | 125746 | 121210 | 654 | 41 | 1136 | 465 | 253 | 330 | 308 | 282 | 44 | 60 | 308 | 249 | 95 | 134 | 31 | 54 | 92 | 0 | 0 | 3 | 6 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 123041 | 260 | 943 | 1356 | 146 | 2 |
| 33 | Hammersmith and Fulham | London Borough | London Borough | 182493 | 88914 | 93579 | 80590 | 43843 | 44524 | 29496 | 5661 | 730 | 179 | 182493 | 98808 | 2060 | 2097 | 1161 | 18242 | 442 | 857 | 43487 | 15339 | 2364 | 103036 | 53374 | 17188 | 6531 | 80590 | 33427 | 27335 | 13749 | 5240 | 839 | 170159 | 7936 | 1867 | 2531 | 182493 | 2327 | 111.249100 | 182493 | 1640.40 | 80590 | 180652 | 1841 | 182493 | 81989 | 6321 | 217 | 35695 | 2769 | 1495 | 2649 | 3131 | 3451 | 1612 | 1056 | 3140 | 7376 | 10552 | 7111 | 3842 | 5228 | 4859 | 1 | 2 | 3 | 5 | 11 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 124222 | 21505 | 16635 | 10044 | 10087 | 2 |
| 34 | Hampshire | Administrative County | Administrative County | 1317788 | 644938 | 672850 | 545254 | 796638 | 80005 | 220861 | 182611 | 44568 | 17209 | 1317788 | 822179 | 7246 | 8928 | 1286 | 7999 | 2389 | 5694 | 367060 | 95007 | 11651 | 646983 | 460937 | 156806 | 41411 | 545254 | 274142 | 173320 | 80170 | 16139 | 1483 | 1184850 | 92224 | 14286 | 26428 | 1317788 | 20446 | 3.581969 | 1317788 | 367894.90 | 545254 | 1296211 | 21577 | 1317788 | 1209405 | 7361 | 2069 | 33288 | 4800 | 2340 | 6880 | 4031 | 10731 | 1803 | 2143 | 5605 | 15074 | 5090 | 2180 | 1028 | 1262 | 2698 | 2 | 8 | 4 | 28 | 42 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 1252123 | 8298 | 35356 | 18051 | 3960 | 1 |
| 35 | Haringey | London Borough | London Borough | 254926 | 126224 | 128702 | 101955 | 61515 | 52851 | 38911 | 8507 | 1333 | 353 | 254926 | 114659 | 2829 | 4539 | 7643 | 36130 | 808 | 1303 | 64202 | 22813 | 3780 | 126485 | 85567 | 28444 | 10650 | 101955 | 36356 | 34280 | 21949 | 7968 | 1402 | 236039 | 11812 | 2904 | 4171 | 254926 | 2774 | 86.157120 | 254926 | 2958.85 | 101955 | 253236 | 1690 | 254926 | 88424 | 6997 | 370 | 58552 | 4856 | 2609 | 3738 | 5345 | 5945 | 1920 | 4417 | 3744 | 8124 | 23037 | 18087 | 6706 | 2229 | 9826 | 1 | 6 | 2 | 3 | 12 | 2 | 1.758621 | 7.000000 | #2095DF | (186720.25, 260508.0] | 154343 | 47830 | 24150 | 16548 | 12055 | 2 |
| 36 | Harrow | London Borough | London Borough | 239056 | 118023 | 121033 | 84268 | 100326 | 19811 | 37013 | 20993 | 5012 | 1439 | 239056 | 89181 | 2700 | 60407 | 10538 | 29881 | 2752 | 5945 | 22871 | 14781 | 2638 | 113731 | 86069 | 28329 | 8289 | 84268 | 35196 | 28917 | 15813 | 3892 | 450 | 214436 | 15889 | 3947 | 4784 | 239056 | 4251 | 47.366810 | 239056 | 5046.91 | 84268 | 236970 | 2086 | 239056 | 73826 | 7336 | 181 | 19648 | 2344 | 1053 | 3417 | 2685 | 63051 | 7797 | 1378 | 2629 | 26953 | 8526 | 6812 | 4370 | 3708 | 3342 | 1 | 3 | 2 | 2 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 100991 | 19708 | 101808 | 9499 | 7050 | 2 |
| 37 | Hartlepool | Unitary Authority | Unitary Authority | 92028 | 44751 | 47277 | 40434 | 38269 | 14268 | 16573 | 7662 | 1535 | 396 | 92028 | 64349 | 152 | 168 | 9 | 689 | 97 | 178 | 20507 | 5879 | 1699 | 39816 | 30117 | 14607 | 5789 | 40434 | 14351 | 12821 | 9970 | 3104 | 188 | 82104 | 5325 | 1555 | 3044 | 92028 | 780 | 9.804701 | 92028 | 9386.11 | 40434 | 91091 | 937 | 92028 | 88924 | 193 | 40 | 742 | 180 | 54 | 173 | 143 | 266 | 291 | 214 | 229 | 304 | 129 | 36 | 5 | 57 | 48 | 0 | 1 | 0 | 4 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 89899 | 170 | 1304 | 550 | 105 | 2 |
| 38 | Havering | London Borough | London Borough | 237232 | 114209 | 123023 | 97199 | 117634 | 22364 | 42968 | 23831 | 5910 | 2126 | 237232 | 155597 | 760 | 2963 | 1159 | 4829 | 1928 | 648 | 53549 | 15799 | 2767 | 109131 | 84378 | 31492 | 9464 | 97199 | 38567 | 33711 | 20248 | 4272 | 401 | 212018 | 16094 | 3285 | 5835 | 237232 | 2383 | 21.112910 | 237232 | 11236.35 | 97199 | 235671 | 1561 | 237232 | 197615 | 2989 | 160 | 7185 | 1970 | 712 | 1154 | 1097 | 5017 | 1492 | 975 | 1459 | 2602 | 7581 | 2885 | 1015 | 311 | 1013 | 1 | 1 | 1 | 2 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 207949 | 11481 | 11545 | 4933 | 1324 | 2 |
| 39 | Herefordshire | Unitary Authority (county) | Unitary Authority (county) | 183477 | 90302 | 93175 | 78319 | 111829 | 12826 | 32556 | 23805 | 6395 | 2737 | 183477 | 124403 | 562 | 228 | 131 | 364 | 80 | 893 | 41766 | 15050 | 2151 | 83874 | 64494 | 25517 | 7441 | 78319 | 34469 | 26487 | 13969 | 3131 | 263 | 162801 | 13998 | 2362 | 4316 | 183477 | 3080 | 0.841741 | 183477 | 217973.20 | 78319 | 180595 | 2882 | 183477 | 171922 | 709 | 363 | 7175 | 407 | 146 | 415 | 302 | 490 | 80 | 32 | 277 | 560 | 160 | 103 | 68 | 105 | 163 | 1 | 0 | 1 | 5 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 180169 | 331 | 1439 | 1270 | 268 | 2 |
| 40 | Hertfordshire | Administrative County | Administrative County | 1116062 | 547110 | 568952 | 453817 | 626113 | 76823 | 191349 | 140172 | 32826 | 12647 | 1116062 | 650129 | 5502 | 21508 | 21345 | 30730 | 5048 | 5072 | 296046 | 80682 | 9487 | 568026 | 378624 | 125609 | 34316 | 453817 | 223886 | 143859 | 69844 | 14694 | 1534 | 1007447 | 75691 | 12256 | 20668 | 1116062 | 18561 | 6.792558 | 1116062 | 164306.60 | 453817 | 1101351 | 14711 | 1116062 | 902006 | 17260 | 1149 | 57080 | 8899 | 3250 | 8703 | 6645 | 28848 | 12302 | 5608 | 8462 | 17361 | 19722 | 8713 | 2966 | 2359 | 4729 | 8 | 6 | 8 | 23 | 45 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 977495 | 31401 | 72581 | 27497 | 7088 | 1 |
| 41 | Hillingdon | London Borough | London Borough | 273936 | 135811 | 138125 | 100214 | 122486 | 22716 | 43942 | 25193 | 6125 | 2238 | 273936 | 134813 | 2386 | 22033 | 1753 | 29065 | 18230 | 1669 | 46492 | 17495 | 2766 | 133627 | 96647 | 31492 | 9404 | 100214 | 40143 | 34824 | 19622 | 5029 | 596 | 248031 | 16563 | 3816 | 5526 | 273936 | 3371 | 23.676670 | 273936 | 11569.87 | 100214 | 267227 | 6709 | 273936 | 142916 | 5949 | 344 | 16822 | 2719 | 1409 | 3602 | 2749 | 36795 | 9200 | 2639 | 2889 | 17730 | 11275 | 4615 | 4192 | 2925 | 5166 | 2 | 6 | 0 | 1 | 9 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 166031 | 20082 | 69253 | 10479 | 8091 | 2 |
| 42 | Hounslow | London Borough | London Borough | 253957 | 127397 | 126560 | 94902 | 94042 | 29985 | 42744 | 16986 | 3942 | 1245 | 253957 | 106660 | 3617 | 26261 | 651 | 35666 | 22749 | 1540 | 40351 | 16462 | 2814 | 124442 | 89064 | 28552 | 9085 | 94902 | 35413 | 33763 | 19203 | 5774 | 749 | 231647 | 13897 | 3623 | 4790 | 253957 | 2897 | 45.360640 | 253957 | 5598.62 | 94902 | 251961 | 1996 | 253957 | 96264 | 4775 | 183 | 29283 | 2273 | 1730 | 3390 | 2956 | 48161 | 13676 | 2189 | 2405 | 20826 | 10787 | 3381 | 2645 | 3638 | 5395 | 1 | 3 | 0 | 4 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 130505 | 16813 | 87257 | 10349 | 9033 | 2 |
| 43 | Isle of Wight | Unitary Authority | Unitary Authority | 138265 | 67424 | 70841 | 61085 | 72788 | 13761 | 28314 | 14356 | 3468 | 1186 | 138265 | 83671 | 459 | 312 | 124 | 524 | 45 | 905 | 40950 | 11275 | 2032 | 56420 | 50514 | 22378 | 6921 | 61085 | 23935 | 21358 | 12460 | 2992 | 340 | 121845 | 10208 | 2108 | 4104 | 138265 | 1519 | 3.637012 | 138265 | 38016.10 | 61085 | 133713 | 4552 | 138265 | 131099 | 747 | 94 | 2605 | 507 | 123 | 738 | 341 | 435 | 80 | 131 | 219 | 649 | 141 | 115 | 47 | 52 | 142 | 1 | 0 | 0 | 4 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 134545 | 303 | 1514 | 1709 | 194 | 2 |
| 44 | Islington | London Borough | London Borough | 206125 | 101405 | 104720 | 93556 | 38629 | 60485 | 28507 | 3914 | 490 | 160 | 206125 | 82879 | 2117 | 2108 | 1915 | 19521 | 569 | 967 | 61911 | 34138 | 3473 | 106386 | 63382 | 23113 | 9771 | 93556 | 34289 | 31880 | 18351 | 7762 | 1274 | 189814 | 10044 | 2505 | 3762 | 206125 | 1931 | 138.716000 | 206125 | 1485.95 | 93556 | 200134 | 5991 | 206125 | 98322 | 8140 | 163 | 33890 | 4236 | 1912 | 2964 | 4227 | 3534 | 951 | 4662 | 4457 | 5430 | 12622 | 7943 | 5729 | 1893 | 5050 | 1 | 1 | 1 | 1 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 140515 | 26294 | 19034 | 13339 | 6943 | 2 |
| 45 | Kensington and Chelsea | London Borough (royal) | London Borough (royal) | 158649 | 78194 | 80455 | 78536 | 44536 | 43982 | 26866 | 6204 | 1046 | 438 | 158649 | 86005 | 2447 | 1386 | 3320 | 15812 | 263 | 778 | 32669 | 15969 | 1875 | 91764 | 45189 | 14464 | 5357 | 78536 | 34278 | 27161 | 11908 | 4366 | 823 | 147671 | 7472 | 1552 | 1954 | 158649 | 3093 | 130.796000 | 158649 | 1212.95 | 78536 | 155939 | 2710 | 158649 | 62271 | 3715 | 119 | 45912 | 1695 | 1148 | 3021 | 3122 | 2577 | 911 | 836 | 3968 | 7569 | 5536 | 3257 | 1540 | 6455 | 4997 | 1 | 0 | 3 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 112017 | 10333 | 15861 | 8986 | 11452 | 2 |
| 46 | Kent | Administrative County | Administrative County | 1463740 | 715613 | 748127 | 605638 | 790956 | 121094 | 258442 | 169541 | 40616 | 15945 | 1463740 | 915200 | 6802 | 10943 | 1777 | 13932 | 10545 | 6145 | 391591 | 106805 | 16669 | 683205 | 510399 | 194931 | 58536 | 605638 | 264980 | 200070 | 111252 | 26476 | 2860 | 1311963 | 97464 | 18432 | 35881 | 1463740 | 19074 | 4.130744 | 1463740 | 354352.60 | 605638 | 1435745 | 27995 | 1463740 | 1303558 | 10239 | 4685 | 52620 | 6266 | 2997 | 7520 | 5324 | 18136 | 2406 | 3381 | 5978 | 17713 | 11523 | 3293 | 1400 | 1535 | 5166 | 3 | 12 | 7 | 32 | 54 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1371102 | 16216 | 47614 | 22107 | 6701 | 1 |
| 47 | Kingston upon Hull | Unitary Authority (city) | Unitary Authority (city) | 256406 | 128420 | 127986 | 112596 | 90240 | 45748 | 47612 | 16002 | 2588 | 646 | 256406 | 140753 | 771 | 439 | 172 | 5447 | 289 | 794 | 89336 | 18405 | 4130 | 110555 | 89572 | 38102 | 14047 | 112596 | 37719 | 37207 | 27899 | 9024 | 747 | 232770 | 12602 | 3622 | 7412 | 256406 | 1488 | 35.886470 | 256406 | 7144.92 | 112596 | 252748 | 3658 | 256406 | 229920 | 550 | 284 | 10567 | 871 | 821 | 945 | 817 | 1086 | 882 | 755 | 2124 | 1624 | 2472 | 236 | 288 | 1134 | 1030 | 1 | 2 | 0 | 2 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 241321 | 2996 | 6471 | 3454 | 2164 | 2 |
| 48 | Kingston upon Thames | London Borough (royal) | London Borough (royal) | 160060 | 78103 | 81957 | 63639 | 70421 | 15997 | 30084 | 13740 | 2861 | 957 | 160060 | 84684 | 1771 | 7502 | 775 | 9474 | 1236 | 802 | 41183 | 12633 | 1267 | 84332 | 53598 | 16425 | 4438 | 63639 | 32175 | 20186 | 8892 | 2140 | 246 | 146772 | 9331 | 1611 | 2346 | 160060 | 2639 | 42.972700 | 160060 | 3724.69 | 63639 | 156358 | 3702 | 160060 | 101015 | 2718 | 95 | 15391 | 1238 | 700 | 2500 | 1831 | 6325 | 3009 | 892 | 2883 | 13043 | 2616 | 1027 | 378 | 2439 | 1960 | 1 | 3 | 1 | 1 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 119219 | 4021 | 26152 | 6269 | 4399 | 2 |
| 49 | Lambeth | London Borough | London Borough | 303086 | 150921 | 152165 | 130017 | 66791 | 75214 | 45077 | 8147 | 1219 | 360 | 303086 | 160944 | 2963 | 3119 | 1134 | 21500 | 440 | 1682 | 84803 | 26501 | 3557 | 160326 | 97286 | 31188 | 10729 | 130017 | 51814 | 44100 | 24158 | 8654 | 1291 | 282609 | 13035 | 3172 | 4270 | 303086 | 3186 | 113.001600 | 303086 | 2682.14 | 130017 | 300101 | 2985 | 303086 | 118250 | 7456 | 195 | 47124 | 8302 | 4301 | 3574 | 6983 | 4983 | 3072 | 2221 | 4573 | 6089 | 35187 | 28886 | 14469 | 1728 | 5693 | 1 | 9 | 3 | 5 | 18 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 173025 | 78542 | 20938 | 23160 | 7421 | 2 |
| 50 | Lancashire | Administrative County | Administrative County | 1171339 | 575146 | 596193 | 496299 | 599618 | 113467 | 215777 | 130414 | 27546 | 9095 | 1171339 | 805510 | 2792 | 5632 | 859 | 55722 | 1404 | 3682 | 224446 | 71292 | 16110 | 538205 | 394234 | 165605 | 57185 | 496299 | 213445 | 157329 | 96828 | 26275 | 2422 | 1038126 | 83377 | 17672 | 32164 | 1171339 | 14049 | 4.034645 | 1171339 | 290320.20 | 496299 | 1143277 | 28062 | 1171339 | 1050340 | 7125 | 821 | 22401 | 4573 | 1279 | 4571 | 2301 | 19212 | 36103 | 5811 | 4811 | 5117 | 1891 | 1789 | 418 | 1387 | 1389 | 4 | 12 | 11 | 28 | 55 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1080687 | 4098 | 71054 | 12724 | 2776 | 1 |
| 51 | Leicestershire | Administrative County | Administrative County | 650489 | 321416 | 329073 | 267434 | 380884 | 40821 | 110471 | 88377 | 20566 | 7199 | 650489 | 392363 | 1546 | 18508 | 528 | 9096 | 7978 | 2381 | 176123 | 41966 | 6053 | 308763 | 230844 | 82862 | 21967 | 267434 | 130582 | 84605 | 43817 | 7884 | 546 | 579761 | 48671 | 8017 | 14040 | 650489 | 9344 | 3.123029 | 650489 | 208287.90 | 267434 | 636274 | 14215 | 650489 | 578432 | 3528 | 411 | 12396 | 3024 | 714 | 3262 | 1551 | 28598 | 2099 | 2313 | 3502 | 4265 | 1990 | 1379 | 418 | 866 | 1741 | 0 | 8 | 3 | 8 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 594767 | 3787 | 40777 | 8551 | 2607 | 0 |
| 52 | Leicester | Unitary Authority (city) | Unitary Authority (city) | 329839 | 162884 | 166955 | 123125 | 110395 | 45375 | 51864 | 20787 | 3975 | 1124 | 329839 | 106872 | 1224 | 50087 | 295 | 61440 | 14457 | 1839 | 75280 | 18345 | 4930 | 148108 | 117551 | 44278 | 14972 | 123125 | 40214 | 41982 | 29765 | 9915 | 1249 | 298874 | 17503 | 5533 | 7929 | 329839 | 3332 | 44.989410 | 329839 | 7331.48 | 123125 | 321527 | 8312 | 329839 | 148629 | 2524 | 417 | 15066 | 4691 | 1161 | 3388 | 2340 | 93335 | 8067 | 3642 | 4245 | 13181 | 12480 | 4790 | 3315 | 3311 | 5257 | 1 | 3 | 1 | 9 | 14 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 166636 | 20585 | 122470 | 11580 | 8568 | 2 |
| 53 | Lewisham | London Borough | London Borough | 275885 | 134957 | 140928 | 116091 | 76507 | 55893 | 46991 | 10829 | 1875 | 503 | 275885 | 145588 | 3664 | 6562 | 643 | 17759 | 531 | 1478 | 75155 | 24505 | 3563 | 135428 | 93850 | 32289 | 10755 | 116091 | 44523 | 39640 | 22963 | 7871 | 1094 | 253364 | 13931 | 3502 | 5088 | 275885 | 2897 | 78.498180 | 275885 | 3514.54 | 116091 | 273342 | 2543 | 275885 | 114446 | 5206 | 208 | 27826 | 8539 | 3559 | 3045 | 5329 | 4600 | 1596 | 1388 | 6164 | 11786 | 32025 | 30854 | 12063 | 1456 | 5795 | 0 | 8 | 0 | 6 | 14 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 147686 | 74942 | 25534 | 20472 | 7251 | 2 |
| 54 | Lincolnshire | Administrative County | Administrative County | 713653 | 347605 | 366048 | 306971 | 402731 | 55407 | 137635 | 87271 | 19598 | 7060 | 713653 | 489184 | 1345 | 1486 | 439 | 2780 | 453 | 2605 | 164628 | 50733 | 9254 | 307017 | 256638 | 107948 | 32796 | 306971 | 127466 | 103324 | 61903 | 13237 | 1041 | 634391 | 48281 | 10205 | 20776 | 713653 | 9048 | 1.205369 | 713653 | 592061.90 | 306971 | 698748 | 14905 | 713653 | 663741 | 3278 | 617 | 28848 | 2073 | 815 | 1798 | 1504 | 2474 | 584 | 496 | 1737 | 2025 | 1540 | 661 | 360 | 420 | 682 | 2 | 3 | 3 | 13 | 21 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 696484 | 2561 | 7316 | 6190 | 1102 | 0 |
| 55 | London | London Borough (city) | London Borough (city) | 7375 | 4091 | 3284 | 4385 | 1692 | 3043 | 1100 | 173 | 51 | 18 | 7375 | 3344 | 92 | 145 | 166 | 409 | 18 | 28 | 2522 | 651 | 56 | 4112 | 2374 | 643 | 190 | 4385 | 1973 | 1772 | 499 | 122 | 19 | 6799 | 455 | 51 | 70 | 7375 | 78 | 25.450340 | 7375 | 289.78 | 4385 | 7187 | 188 | 7375 | 4243 | 180 | 3 | 1373 | 38 | 37 | 111 | 103 | 216 | 16 | 232 | 263 | 213 | 98 | 46 | 49 | 69 | 85 | 0 | 0 | 0 | 0 | 0 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 5799 | 193 | 940 | 289 | 154 | 2 |
| 56 | Luton | Unitary Authority | Unitary Authority | 203201 | 101954 | 101247 | 74293 | 80830 | 20389 | 32923 | 16499 | 3440 | 1042 | 203201 | 96271 | 652 | 6749 | 326 | 49991 | 2347 | 898 | 33594 | 12373 | 2446 | 94607 | 73300 | 25277 | 7571 | 74293 | 26640 | 26416 | 16185 | 4538 | 514 | 184945 | 10975 | 2836 | 4445 | 203201 | 2232 | 46.870940 | 203201 | 4335.33 | 74293 | 201549 | 1652 | 203201 | 90530 | 6126 | 198 | 14225 | 3831 | 915 | 1805 | 1730 | 10625 | 29353 | 13606 | 1497 | 5871 | 9169 | 8177 | 2563 | 1646 | 1334 | 1 | 3 | 1 | 4 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 111079 | 19909 | 60952 | 8281 | 2980 | 2 |
| 57 | Manchester | Metropolitan Borough (city) | Metropolitan Borough (city) | 503127 | 252623 | 250504 | 204969 | 150722 | 91248 | 83276 | 25598 | 3779 | 1068 | 503127 | 245247 | 3879 | 5452 | 2613 | 79496 | 2292 | 1889 | 127485 | 34774 | 8676 | 245334 | 159452 | 62651 | 27014 | 204969 | 70540 | 68763 | 45745 | 18104 | 1817 | 460487 | 23109 | 7568 | 11963 | 503127 | 3736 | 43.506200 | 503127 | 11564.49 | 204969 | 481030 | 22097 | 503127 | 298237 | 11843 | 509 | 24520 | 8877 | 4397 | 4791 | 5096 | 11417 | 42904 | 6437 | 13539 | 11689 | 25718 | 9642 | 8124 | 9503 | 5884 | 1 | 13 | 16 | 53 | 83 | 1 | 2.615385 | 14.230769 | #81DF20 | (260508.0, 516599.25] | 335109 | 43484 | 85986 | 23161 | 15387 | 0 |
| 58 | Medway | Unitary Authority | Unitary Authority | 263925 | 130825 | 133100 | 106209 | 133257 | 23231 | 45163 | 28790 | 6609 | 2416 | 263925 | 152637 | 937 | 2756 | 208 | 5169 | 3846 | 1392 | 78995 | 17985 | 2889 | 120662 | 95679 | 34307 | 10388 | 106209 | 44119 | 35652 | 20314 | 5550 | 574 | 238892 | 15001 | 3348 | 6684 | 263925 | 2492 | 13.743720 | 263925 | 19203.31 | 106209 | 259988 | 3937 | 263925 | 225654 | 1946 | 510 | 8469 | 1730 | 735 | 1546 | 1165 | 7132 | 1516 | 1304 | 1065 | 2598 | 4742 | 1428 | 493 | 517 | 1375 | 1 | 1 | 1 | 4 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 236579 | 6663 | 13615 | 5176 | 1892 | 2 |
| 59 | Merseyside | Metropolitan County | Metropolitan County | 1381189 | 671034 | 710155 | 602087 | 569170 | 211215 | 247753 | 116033 | 21323 | 5763 | 1381189 | 1022711 | 3908 | 4386 | 3014 | 19247 | 955 | 3090 | 238198 | 85680 | 26021 | 635847 | 432820 | 199347 | 87154 | 602087 | 218490 | 189669 | 141216 | 48380 | 4332 | 1215284 | 92343 | 26529 | 47033 | 1381189 | 12265 | 21.417740 | 1381189 | 64488.08 | 602087 | 1355114 | 26075 | 1381189 | 1268277 | 13342 | 457 | 23227 | 6395 | 4894 | 4638 | 5027 | 7896 | 2566 | 2366 | 11554 | 6023 | 9792 | 2066 | 2694 | 6379 | 3596 | 1 | 16 | 8 | 18 | 43 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1305303 | 14552 | 30405 | 20954 | 9975 | 1 |
| 60 | Merton | London Borough | London Borough | 199693 | 98515 | 101178 | 78757 | 72777 | 25644 | 37557 | 12462 | 2377 | 717 | 199693 | 111993 | 1884 | 12203 | 791 | 16262 | 498 | 810 | 41231 | 14021 | 1749 | 103891 | 67098 | 21025 | 5930 | 78757 | 36641 | 25594 | 12685 | 3457 | 380 | 183366 | 10531 | 2408 | 3388 | 199693 | 2866 | 53.097550 | 199693 | 3760.87 | 78757 | 198217 | 1476 | 199693 | 96658 | 4417 | 216 | 28315 | 2579 | 1279 | 2829 | 2647 | 8106 | 7337 | 2216 | 2618 | 15866 | 10442 | 8126 | 2243 | 1413 | 2386 | 1 | 1 | 0 | 2 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 129606 | 20811 | 36143 | 9334 | 3799 | 2 |
| 61 | Middlesbrough | Unitary Authority | Unitary Authority | 138412 | 67732 | 70680 | 57203 | 51821 | 21488 | 22963 | 10207 | 1945 | 600 | 138412 | 87511 | 370 | 591 | 45 | 9757 | 564 | 246 | 30797 | 8531 | 2542 | 62855 | 45295 | 19719 | 8001 | 57203 | 19729 | 18615 | 13717 | 4789 | 353 | 124252 | 7516 | 2301 | 4343 | 138412 | 1040 | 25.691470 | 138412 | 5387.47 | 57203 | 136156 | 2256 | 138412 | 119106 | 574 | 85 | 2290 | 541 | 452 | 904 | 465 | 1477 | 6811 | 244 | 904 | 1332 | 1470 | 92 | 169 | 950 | 546 | 0 | 1 | 0 | 0 | 1 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 122055 | 1731 | 10768 | 2362 | 1496 | 2 |
| 62 | Milton Keynes | Unitary Authority | Unitary Authority | 248821 | 123116 | 125705 | 98584 | 128029 | 18656 | 42633 | 29364 | 6009 | 1922 | 248821 | 131352 | 1246 | 6918 | 427 | 11913 | 1372 | 1216 | 77939 | 16438 | 2333 | 124826 | 86778 | 26929 | 7955 | 98584 | 46086 | 31678 | 16220 | 4169 | 431 | 227024 | 14018 | 2991 | 4788 | 248821 | 3395 | 8.062236 | 248821 | 30862.53 | 98584 | 246715 | 2106 | 248821 | 183934 | 2498 | 72 | 12590 | 2243 | 1597 | 2228 | 2167 | 8106 | 3851 | 1989 | 2722 | 6114 | 13058 | 2524 | 1549 | 565 | 1014 | 1 | 1 | 1 | 7 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 199094 | 17131 | 22782 | 8235 | 1579 | 2 |
| 63 | Newham | London Borough | London Borough | 307984 | 160336 | 147648 | 101519 | 61092 | 52849 | 38531 | 8405 | 1386 | 348 | 307984 | 123119 | 2446 | 26962 | 342 | 98456 | 6421 | 1090 | 29373 | 19775 | 4564 | 149269 | 106549 | 34839 | 12763 | 101519 | 25356 | 38692 | 26412 | 9748 | 1311 | 283380 | 13094 | 5191 | 6319 | 307984 | 2461 | 85.023030 | 307984 | 3622.36 | 101519 | 306009 | 1975 | 307984 | 51516 | 2172 | 462 | 35066 | 3957 | 3319 | 2677 | 3992 | 42484 | 30307 | 37262 | 3930 | 19912 | 37811 | 15050 | 7395 | 3523 | 7149 | 2 | 2 | 1 | 2 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 89216 | 60256 | 133895 | 13945 | 10672 | 2 |
| 64 | Norfolk | Administrative County | Administrative County | 857888 | 420160 | 437728 | 372085 | 484255 | 70096 | 166827 | 102064 | 23973 | 9125 | 857888 | 523163 | 2901 | 2295 | 983 | 5021 | 461 | 3933 | 254240 | 64891 | 10706 | 366280 | 314157 | 129218 | 37527 | 372085 | 153938 | 126531 | 74131 | 16122 | 1363 | 763197 | 59858 | 11626 | 23207 | 857888 | 9721 | 1.597390 | 857888 | 537056.10 | 372085 | 841042 | 16846 | 857888 | 793086 | 3677 | 922 | 30333 | 2493 | 1905 | 2979 | 2650 | 4043 | 700 | 933 | 3208 | 4133 | 3096 | 905 | 608 | 963 | 1254 | 7 | 4 | 7 | 19 | 37 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 828018 | 4609 | 13017 | 10027 | 2217 | 0 |
| 65 | North East Lincolnshire | Unitary Authority | Unitary Authority | 159616 | 78247 | 81369 | 69707 | 70625 | 21481 | 30338 | 14469 | 2638 | 781 | 159616 | 96836 | 347 | 386 | 64 | 1332 | 158 | 533 | 48476 | 11484 | 2153 | 70242 | 55935 | 23779 | 7507 | 69707 | 26569 | 23201 | 15505 | 4132 | 300 | 143623 | 9114 | 2117 | 4762 | 159616 | 1387 | 8.320054 | 159616 | 19184.49 | 69707 | 157786 | 1830 | 159616 | 152240 | 414 | 26 | 2741 | 381 | 161 | 369 | 275 | 513 | 195 | 268 | 605 | 548 | 306 | 71 | 34 | 265 | 204 | 0 | 5 | 0 | 4 | 9 | 2 | 1.758621 | 7.000000 | #2095DF | (7374.999, 186720.25] | 155421 | 411 | 2129 | 1186 | 469 | 2 |
| 66 | North Lincolnshire | Unitary Authority | Unitary Authority | 167446 | 82623 | 84823 | 70684 | 89482 | 14617 | 30714 | 19450 | 4454 | 1449 | 167446 | 110554 | 381 | 445 | 48 | 3024 | 538 | 417 | 40176 | 11863 | 2069 | 73234 | 59883 | 24667 | 7593 | 70684 | 29434 | 23407 | 14508 | 3116 | 219 | 149289 | 11092 | 2381 | 4684 | 167446 | 1777 | 1.978535 | 167446 | 84631.29 | 70684 | 165871 | 1575 | 167446 | 154526 | 727 | 90 | 5405 | 341 | 166 | 451 | 286 | 1122 | 862 | 1443 | 530 | 592 | 365 | 64 | 65 | 173 | 238 | 1 | 2 | 1 | 4 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 160748 | 494 | 4549 | 1244 | 411 | 2 |
| 67 | North Somerset | Unitary Authority | Unitary Authority | 202566 | 98463 | 104103 | 88227 | 121381 | 15151 | 36867 | 27620 | 6248 | 2341 | 202566 | 123545 | 554 | 340 | 157 | 869 | 95 | 939 | 60867 | 15200 | 2382 | 93803 | 70435 | 27670 | 8276 | 88227 | 41762 | 28397 | 14492 | 3212 | 364 | 180253 | 15172 | 2577 | 4564 | 202566 | 2727 | 5.419304 | 202566 | 37378.60 | 88227 | 199225 | 3341 | 202566 | 190553 | 1113 | 176 | 5234 | 681 | 256 | 698 | 398 | 817 | 111 | 299 | 619 | 590 | 383 | 188 | 61 | 127 | 262 | 0 | 2 | 1 | 4 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 197076 | 632 | 2436 | 2033 | 389 | 2 |
| 68 | North Yorkshire | Administrative County | Administrative County | 598376 | 294110 | 304266 | 256594 | 345907 | 45716 | 110448 | 76275 | 17670 | 6485 | 598376 | 415237 | 1609 | 1181 | 563 | 2146 | 192 | 1889 | 133023 | 42536 | 5953 | 285526 | 206349 | 78814 | 21734 | 256594 | 122837 | 83245 | 41705 | 8153 | 654 | 533597 | 44753 | 7190 | 12836 | 598376 | 9956 | 0.744470 | 598376 | 803761.30 | 256594 | 582624 | 15752 | 598376 | 565055 | 2381 | 588 | 14451 | 1315 | 662 | 1821 | 1245 | 1631 | 894 | 275 | 1733 | 2823 | 1428 | 372 | 624 | 357 | 721 | 0 | 8 | 2 | 14 | 24 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 582475 | 2424 | 7356 | 5043 | 1078 | 0 |
| 69 | Northamptonshire | Administrative County | Administrative County | 691952 | 341342 | 350610 | 287730 | 386622 | 54332 | 118068 | 87951 | 20204 | 7175 | 691952 | 414265 | 2194 | 8014 | 679 | 12104 | 2765 | 2882 | 202379 | 46670 | 7053 | 324025 | 249082 | 87222 | 24570 | 287730 | 131085 | 93387 | 50366 | 11862 | 1030 | 622454 | 46320 | 8259 | 14919 | 691952 | 9222 | 2.927073 | 691952 | 236397.30 | 287730 | 681850 | 10102 | 691952 | 592755 | 6704 | 527 | 32836 | 6064 | 1925 | 3251 | 2942 | 12264 | 2312 | 4264 | 2846 | 3741 | 9552 | 5254 | 2117 | 845 | 1753 | 1 | 9 | 2 | 17 | 29 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 632822 | 16923 | 25427 | 14182 | 2598 | 0 |
| 70 | Northumberland | Administrative County | Administrative County | 316028 | 154124 | 161904 | 138534 | 168974 | 30543 | 60875 | 36916 | 7671 | 2529 | 316028 | 216673 | 578 | 335 | 169 | 1018 | 494 | 980 | 75620 | 20161 | 4359 | 138990 | 108458 | 48580 | 15641 | 138534 | 60451 | 44844 | 26716 | 6150 | 373 | 280331 | 22304 | 4553 | 8840 | 316028 | 3922 | 0.630415 | 316028 | 501301.80 | 138534 | 310591 | 5437 | 316028 | 307097 | 833 | 156 | 2980 | 515 | 230 | 624 | 323 | 939 | 351 | 295 | 452 | 621 | 193 | 114 | 31 | 73 | 201 | 1 | 7 | 3 | 10 | 21 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 311066 | 338 | 2658 | 1692 | 274 | 2 |
| 71 | Nottinghamshire | Administrative County | Administrative County | 785802 | 386722 | 399080 | 334303 | 419187 | 69687 | 144941 | 93973 | 19461 | 6241 | 785802 | 481994 | 1860 | 3480 | 717 | 6963 | 3132 | 2689 | 230138 | 54829 | 10429 | 352053 | 270336 | 115940 | 37044 | 334303 | 144243 | 106363 | 67077 | 15535 | 1085 | 695104 | 57426 | 11592 | 21680 | 785802 | 8941 | 3.769243 | 785802 | 208477.40 | 334303 | 774338 | 11464 | 785802 | 727938 | 4133 | 456 | 18276 | 5174 | 961 | 2719 | 1862 | 7204 | 3470 | 600 | 2942 | 2923 | 1754 | 2782 | 566 | 815 | 1227 | 1 | 10 | 1 | 7 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 750803 | 5102 | 17139 | 10716 | 2042 | 0 |
| 72 | Nottingham | Unitary Authority (city) | Unitary Authority (city) | 305680 | 153777 | 151903 | 126131 | 96284 | 55093 | 50614 | 16785 | 2830 | 809 | 305680 | 135216 | 2051 | 4498 | 1069 | 26919 | 4312 | 1483 | 106954 | 23178 | 4666 | 141038 | 103332 | 41581 | 15063 | 126131 | 43326 | 42708 | 29144 | 9942 | 1011 | 278726 | 15211 | 4314 | 7429 | 305680 | 2556 | 40.969500 | 305680 | 7461.16 | 126131 | 289738 | 15942 | 305680 | 199990 | 2819 | 326 | 15563 | 12166 | 2004 | 3304 | 2791 | 9901 | 16771 | 1049 | 5988 | 6330 | 9877 | 9382 | 2926 | 2372 | 2121 | 0 | 2 | 2 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 218698 | 22185 | 40039 | 20265 | 4493 | 2 |
| 73 | Oxfordshire | Administrative County | Administrative County | 653798 | 322971 | 330827 | 258855 | 357634 | 45340 | 107358 | 79519 | 19148 | 7490 | 653798 | 393906 | 3257 | 3878 | 1893 | 15734 | 1192 | 2716 | 182344 | 48878 | 5107 | 342600 | 218698 | 69321 | 18072 | 258855 | 134689 | 80088 | 35844 | 7483 | 751 | 592667 | 43767 | 6403 | 10961 | 653798 | 12177 | 2.509863 | 653798 | 260491.50 | 258855 | 624099 | 29699 | 653798 | 546801 | 6291 | 623 | 40289 | 3759 | 1557 | 4521 | 3396 | 8140 | 7846 | 2491 | 5618 | 7562 | 7039 | 3070 | 1315 | 1358 | 2122 | 1 | 8 | 4 | 21 | 34 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 594004 | 11424 | 31657 | 13233 | 3480 | 0 |
| 74 | Peterborough | Unitary Authority | Unitary Authority | 183631 | 90859 | 92772 | 74023 | 83910 | 18412 | 33372 | 17712 | 3452 | 1075 | 183631 | 104202 | 463 | 2320 | 144 | 17251 | 1184 | 591 | 45183 | 12293 | 2076 | 81275 | 68493 | 24362 | 7425 | 74023 | 29667 | 24589 | 15215 | 4115 | 437 | 165941 | 10732 | 2616 | 4342 | 183631 | 2040 | 5.347777 | 183631 | 34337.82 | 74023 | 181827 | 1804 | 183631 | 130232 | 1257 | 560 | 19495 | 1542 | 827 | 1384 | 1195 | 4636 | 12078 | 229 | 872 | 3677 | 2480 | 1174 | 510 | 428 | 1055 | 2 | 2 | 1 | 5 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 151544 | 4164 | 21492 | 4948 | 1483 | 2 |
| 75 | Plymouth | Unitary Authority (city) | Unitary Authority (city) | 256384 | 126684 | 129700 | 109307 | 115466 | 30438 | 49904 | 23251 | 4425 | 1289 | 256384 | 148917 | 881 | 567 | 168 | 2078 | 89 | 1198 | 84295 | 18191 | 3684 | 117976 | 85956 | 35756 | 13012 | 109307 | 43157 | 36415 | 22169 | 6754 | 812 | 229137 | 15624 | 4057 | 7566 | 256384 | 1978 | 32.114800 | 256384 | 7983.36 | 109307 | 251100 | 5284 | 256384 | 238263 | 1105 | 153 | 6988 | 904 | 523 | 1028 | 832 | 875 | 202 | 359 | 1251 | 1219 | 1106 | 343 | 229 | 399 | 605 | 2 | 1 | 1 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 246509 | 1678 | 3906 | 3287 | 1004 | 2 |
| 76 | Poole | Unitary Authority | Unitary Authority | 147645 | 72121 | 75524 | 63530 | 84638 | 11245 | 28006 | 18431 | 4322 | 1526 | 147645 | 89243 | 538 | 511 | 404 | 1035 | 79 | 717 | 43922 | 11196 | 1780 | 68689 | 51486 | 19849 | 5841 | 63530 | 28688 | 21222 | 11125 | 2264 | 231 | 131433 | 10761 | 1846 | 3605 | 147645 | 1718 | 22.801160 | 147645 | 6475.33 | 63530 | 145103 | 2542 | 147645 | 135698 | 756 | 214 | 4855 | 491 | 246 | 680 | 499 | 1098 | 96 | 382 | 698 | 1002 | 329 | 119 | 72 | 127 | 283 | 0 | 1 | 1 | 1 | 3 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 141523 | 520 | 3276 | 1916 | 410 | 2 |
| 77 | Portsmouth | Unitary Authority (city) | Unitary Authority (city) | 205056 | 103201 | 101855 | 85473 | 81389 | 28533 | 37396 | 15776 | 2948 | 820 | 205056 | 106999 | 1162 | 1282 | 235 | 7162 | 468 | 1050 | 71826 | 14872 | 2359 | 97795 | 71443 | 25464 | 7995 | 85473 | 35779 | 28114 | 16105 | 4894 | 581 | 187920 | 10794 | 2239 | 4103 | 205056 | 1610 | 50.742120 | 205056 | 4041.14 | 85473 | 200052 | 5004 | 205056 | 172313 | 1071 | 85 | 7713 | 1103 | 935 | 2381 | 1048 | 2911 | 539 | 3649 | 2611 | 2764 | 2958 | 540 | 279 | 1078 | 1078 | 1 | 2 | 1 | 6 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 181182 | 3777 | 12474 | 5467 | 2156 | 2 |
| 78 | Redbridge | London Borough | London Borough | 278970 | 138073 | 140897 | 99105 | 106339 | 27697 | 44548 | 20684 | 4762 | 1414 | 278970 | 102755 | 1840 | 31699 | 10213 | 64999 | 17377 | 1348 | 30691 | 18048 | 3196 | 134230 | 97595 | 33470 | 10479 | 99105 | 38422 | 34616 | 20000 | 5455 | 612 | 251679 | 17182 | 4405 | 5704 | 278970 | 3793 | 49.452770 | 278970 | 5641.14 | 99105 | 277323 | 1647 | 278970 | 96253 | 3900 | 140 | 18353 | 3204 | 1692 | 3251 | 3309 | 45660 | 31051 | 16011 | 3000 | 20781 | 12357 | 9064 | 3424 | 1551 | 5969 | 1 | 3 | 2 | 2 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 118646 | 24845 | 116503 | 11456 | 7520 | 2 |
| 79 | Redcar and Cleveland | Unitary Authority | Unitary Authority | 135177 | 65655 | 69522 | 59605 | 64747 | 16935 | 25367 | 13646 | 2832 | 825 | 135177 | 95111 | 187 | 64 | 33 | 598 | 43 | 362 | 30054 | 8725 | 2415 | 57285 | 45844 | 21449 | 8184 | 59605 | 22517 | 19351 | 13773 | 3681 | 283 | 119143 | 9004 | 2450 | 4580 | 135177 | 1096 | 5.519792 | 135177 | 24489.51 | 59605 | 133929 | 1248 | 135177 | 131928 | 415 | 85 | 775 | 298 | 107 | 273 | 175 | 91 | 295 | 94 | 155 | 234 | 80 | 34 | 8 | 37 | 93 | 1 | 2 | 2 | 5 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 133203 | 122 | 869 | 853 | 130 | 2 |
| 80 | Richmond upon Thames | London Borough | London Borough | 186990 | 91149 | 95841 | 79835 | 84918 | 19751 | 40079 | 16289 | 2926 | 790 | 186990 | 103319 | 1577 | 3051 | 1409 | 6128 | 1581 | 890 | 53195 | 15840 | 1406 | 107217 | 57088 | 16662 | 4617 | 79835 | 46005 | 22322 | 8994 | 2237 | 277 | 171188 | 11816 | 1605 | 2381 | 186990 | 3661 | 32.568030 | 186990 | 5741.52 | 79835 | 184098 | 2892 | 186990 | 133582 | 4766 | 95 | 22282 | 1250 | 731 | 2857 | 1942 | 5202 | 1163 | 867 | 1753 | 4622 | 1643 | 840 | 333 | 1172 | 1890 | 1 | 2 | 1 | 6 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 160725 | 2816 | 13607 | 6780 | 3062 | 2 |
| 81 | Rutland | Unitary Authority | Unitary Authority | 37369 | 18915 | 18454 | 15002 | 22542 | 1859 | 6152 | 5222 | 1328 | 441 | 37369 | 25481 | 100 | 75 | 54 | 131 | 31 | 149 | 8728 | 2620 | 283 | 18828 | 12718 | 4532 | 1008 | 15002 | 8042 | 4679 | 1936 | 332 | 13 | 33570 | 2772 | 356 | 671 | 37369 | 842 | 0.979489 | 37369 | 38151.51 | 15002 | 34252 | 3117 | 37369 | 35241 | 217 | 58 | 785 | 123 | 23 | 141 | 102 | 113 | 38 | 7 | 125 | 82 | 116 | 107 | 28 | 5 | 58 | 0 | 0 | 0 | 1 | 1 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 36301 | 251 | 365 | 389 | 63 | 2 |
| 82 | Shropshire | Administrative County | Administrative County | 306129 | 151606 | 154523 | 129674 | 184779 | 20483 | 54671 | 39927 | 10291 | 4302 | 306129 | 210268 | 792 | 378 | 127 | 989 | 256 | 1113 | 69725 | 22481 | 3457 | 142309 | 106909 | 41475 | 11979 | 129674 | 59558 | 42311 | 22718 | 4713 | 374 | 271869 | 22835 | 4046 | 7379 | 306129 | 4905 | 0.957460 | 306129 | 319730.30 | 129674 | 298183 | 7946 | 306129 | 292047 | 1410 | 312 | 6105 | 765 | 231 | 669 | 503 | 752 | 216 | 208 | 1020 | 893 | 302 | 164 | 114 | 179 | 239 | 2 | 3 | 2 | 4 | 11 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 299874 | 580 | 3089 | 2168 | 418 | 2 |
| 83 | Somerset | Administrative County | Administrative County | 529972 | 258396 | 271576 | 226989 | 318697 | 36092 | 98217 | 68317 | 17352 | 7011 | 529972 | 339211 | 1612 | 506 | 337 | 1470 | 100 | 3361 | 141071 | 42304 | 5718 | 241500 | 187101 | 74426 | 21227 | 226989 | 101303 | 76133 | 40561 | 8233 | 759 | 471590 | 39353 | 6716 | 12313 | 529972 | 8053 | 1.535907 | 529972 | 345054.80 | 226989 | 517124 | 12848 | 529972 | 501558 | 2257 | 733 | 14707 | 1200 | 650 | 1407 | 984 | 1069 | 203 | 442 | 1247 | 1912 | 607 | 291 | 115 | 175 | 415 | 2 | 8 | 2 | 13 | 25 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 519255 | 1013 | 4873 | 4241 | 590 | 0 |
| 84 | South Gloucestershire | Unitary Authority | Unitary Authority | 262767 | 130424 | 132343 | 107538 | 158289 | 14044 | 45398 | 36103 | 8618 | 3375 | 262767 | 156504 | 708 | 1681 | 145 | 2176 | 623 | 888 | 80607 | 19435 | 2455 | 129141 | 91675 | 30940 | 8556 | 107538 | 54100 | 33900 | 16216 | 3042 | 280 | 235128 | 19279 | 2976 | 5384 | 262767 | 2948 | 5.287641 | 262767 | 49694.56 | 107538 | 258207 | 4560 | 262767 | 241611 | 1223 | 271 | 6469 | 1516 | 396 | 1016 | 739 | 2699 | 698 | 238 | 1312 | 1493 | 987 | 980 | 251 | 366 | 502 | 1 | 4 | 1 | 10 | 16 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 249574 | 2218 | 6440 | 3667 | 868 | 2 |
| 85 | South Yorkshire | Metropolitan County | Metropolitan County | 1343601 | 661772 | 681829 | 565442 | 597538 | 166934 | 241096 | 125950 | 24370 | 7092 | 1343601 | 818974 | 3710 | 5112 | 938 | 58350 | 2572 | 4111 | 359491 | 90343 | 21183 | 597414 | 452212 | 198715 | 74077 | 565442 | 215540 | 181274 | 129512 | 36324 | 2792 | 1194696 | 86920 | 21570 | 40415 | 1343601 | 11640 | 8.659841 | 1343601 | 155153.10 | 565442 | 1321137 | 22464 | 1343601 | 1183179 | 5417 | 1234 | 27823 | 8294 | 2215 | 5666 | 4616 | 9136 | 32538 | 3612 | 9551 | 9374 | 15519 | 6716 | 3517 | 9412 | 5782 | 1 | 13 | 8 | 29 | 51 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1217653 | 25752 | 64211 | 20791 | 15194 | 1 |
| 86 | Southampton | Unitary Authority (city) | Unitary Authority (city) | 236882 | 119453 | 117429 | 98254 | 101546 | 28996 | 43938 | 20099 | 3969 | 1252 | 236882 | 122018 | 1331 | 2482 | 254 | 9903 | 3476 | 1329 | 79379 | 16710 | 2848 | 112653 | 82880 | 29278 | 9223 | 98254 | 39116 | 32798 | 19691 | 5871 | 778 | 216519 | 12681 | 2880 | 4802 | 236882 | 1886 | 47.481530 | 236882 | 4988.93 | 98254 | 228459 | 8423 | 236882 | 183980 | 1746 | 341 | 17461 | 1678 | 941 | 1796 | 1263 | 6742 | 3019 | 1401 | 3449 | 5281 | 3508 | 1132 | 427 | 1312 | 1405 | 0 | 1 | 1 | 6 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 203528 | 5067 | 19892 | 5678 | 2717 | 2 |
| 87 | Southend-on-Sea | Unitary Authority | Unitary Authority | 173658 | 85037 | 88621 | 74678 | 81304 | 20383 | 33268 | 16574 | 3406 | 1047 | 173658 | 96755 | 801 | 1161 | 2150 | 3309 | 149 | 908 | 54880 | 13545 | 2190 | 78341 | 60929 | 24420 | 7778 | 74678 | 29872 | 24948 | 14927 | 4381 | 550 | 155976 | 11412 | 2131 | 4139 | 173658 | 1852 | 41.588750 | 173658 | 4175.60 | 74678 | 171489 | 2169 | 173658 | 151136 | 1496 | 162 | 6229 | 1039 | 741 | 977 | 894 | 1810 | 1059 | 933 | 1084 | 1554 | 2728 | 524 | 395 | 297 | 600 | 1 | 0 | 1 | 4 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 159023 | 3647 | 6440 | 3651 | 897 | 2 |
| 88 | Southwark | London Borough | London Borough | 288283 | 142618 | 145665 | 120422 | 60438 | 70312 | 41622 | 7173 | 1033 | 282 | 288283 | 151462 | 3884 | 3668 | 1006 | 24551 | 653 | 1350 | 77098 | 24611 | 3596 | 154204 | 90004 | 29935 | 10544 | 120422 | 43590 | 42428 | 24121 | 8961 | 1322 | 267558 | 12531 | 3446 | 4748 | 288283 | 3087 | 99.910580 | 288283 | 2885.41 | 120422 | 282560 | 5723 | 288283 | 114534 | 6222 | 263 | 35330 | 5677 | 3687 | 3003 | 5411 | 5819 | 1623 | 3912 | 8074 | 7764 | 47413 | 17974 | 12124 | 2440 | 7013 | 1 | 3 | 1 | 2 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 156349 | 77511 | 27192 | 17778 | 9453 | 2 |
| 89 | Staffordshire | Administrative County | Administrative County | 848489 | 419918 | 428571 | 355263 | 485343 | 63893 | 146504 | 109218 | 26358 | 9290 | 848489 | 578352 | 2017 | 2773 | 299 | 10817 | 3086 | 2783 | 193662 | 54700 | 10849 | 384565 | 298517 | 117417 | 37141 | 355263 | 156703 | 113504 | 68922 | 14985 | 1149 | 749657 | 63791 | 12628 | 22413 | 848489 | 9941 | 3.238162 | 848489 | 262028.00 | 355263 | 832952 | 15537 | 848489 | 793809 | 3853 | 433 | 13520 | 4572 | 675 | 2708 | 1649 | 6452 | 7023 | 651 | 2726 | 3804 | 1735 | 2446 | 629 | 569 | 1235 | 0 | 9 | 3 | 15 | 27 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 811615 | 4810 | 20656 | 9604 | 1804 | 0 |
| 90 | Stockton-on-Tees | Unitary Authority | Unitary Authority | 191610 | 94082 | 97528 | 79159 | 91623 | 20524 | 32728 | 20487 | 4222 | 1198 | 191610 | 130723 | 388 | 675 | 94 | 4143 | 625 | 382 | 42910 | 11670 | 2836 | 88811 | 64282 | 26385 | 9296 | 79159 | 34306 | 24692 | 15755 | 4114 | 292 | 171686 | 11683 | 2933 | 5308 | 191610 | 1991 | 9.395844 | 191610 | 20393.06 | 79159 | 187959 | 3651 | 191610 | 178965 | 536 | 143 | 1655 | 419 | 316 | 823 | 439 | 1488 | 3072 | 132 | 866 | 1074 | 936 | 84 | 113 | 236 | 313 | 0 | 1 | 1 | 3 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 181299 | 1133 | 6632 | 1997 | 549 | 2 |
| 91 | Stoke-on-Trent | Unitary Authority (city) | Unitary Authority (city) | 249008 | 123995 | 125013 | 107575 | 107833 | 33225 | 47582 | 21535 | 4132 | 1101 | 249008 | 151624 | 760 | 1384 | 66 | 14993 | 579 | 923 | 62737 | 15942 | 4652 | 104510 | 86311 | 38179 | 15356 | 107575 | 36409 | 33967 | 27659 | 8902 | 638 | 221623 | 15214 | 4357 | 7814 | 249008 | 1545 | 26.646060 | 249008 | 9345.02 | 107575 | 246075 | 2933 | 249008 | 215222 | 636 | 183 | 4671 | 1892 | 559 | 1347 | 693 | 2329 | 10429 | 1097 | 1224 | 3363 | 2536 | 834 | 371 | 408 | 1214 | 1 | 3 | 1 | 8 | 13 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 220712 | 3741 | 18442 | 4491 | 1622 | 2 |
| 92 | Suffolk | Administrative County | Administrative County | 728163 | 359787 | 368376 | 310745 | 416500 | 55661 | 135039 | 90758 | 21254 | 8033 | 728163 | 443632 | 2094 | 2274 | 677 | 5818 | 626 | 2934 | 215921 | 54187 | 7547 | 334121 | 260145 | 99088 | 27262 | 310745 | 136271 | 104965 | 56586 | 11900 | 1023 | 650418 | 51507 | 9044 | 17194 | 728163 | 9780 | 1.916126 | 728163 | 380018.40 | 310745 | 714113 | 14050 | 728163 | 661458 | 3744 | 604 | 27389 | 4733 | 1785 | 2787 | 3167 | 3999 | 697 | 2253 | 2159 | 4023 | 2624 | 2509 | 1721 | 320 | 2191 | 7 | 12 | 2 | 18 | 39 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 693195 | 6854 | 13131 | 12472 | 2511 | 0 |
| 93 | Surrey | Administrative County | Administrative County | 1132390 | 554665 | 577725 | 455791 | 687072 | 59865 | 184249 | 155920 | 39607 | 16150 | 1132390 | 711110 | 6019 | 15018 | 3055 | 24378 | 3783 | 4137 | 280814 | 84076 | 8529 | 593689 | 380019 | 119554 | 30599 | 455791 | 243546 | 140441 | 59140 | 11503 | 1161 | 1023957 | 78920 | 11039 | 18474 | 1132390 | 21694 | 6.811376 | 1132390 | 166249.80 | 455791 | 1105800 | 26590 | 1132390 | 945673 | 13012 | 2261 | 62736 | 4920 | 2736 | 9657 | 6241 | 20232 | 10818 | 3400 | 9461 | 19587 | 7828 | 3303 | 1299 | 4101 | 5125 | 2 | 13 | 5 | 18 | 38 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1023682 | 12430 | 63498 | 23554 | 9226 | 1 |
| 94 | Sutton | London Borough | London Borough | 190146 | 92443 | 97703 | 78174 | 91266 | 18303 | 36110 | 18214 | 4118 | 1429 | 190146 | 111086 | 1368 | 8038 | 486 | 7726 | 325 | 796 | 46817 | 13504 | 1716 | 92668 | 67563 | 22127 | 6072 | 78174 | 35636 | 26211 | 12776 | 3195 | 356 | 171848 | 12436 | 2242 | 3620 | 190146 | 2587 | 43.362630 | 190146 | 4385.02 | 78174 | 188695 | 1451 | 190146 | 134854 | 3219 | 193 | 11183 | 2298 | 838 | 2286 | 1712 | 6454 | 2595 | 1183 | 2240 | 9563 | 5471 | 2742 | 907 | 976 | 1432 | 1 | 3 | 3 | 2 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 149449 | 9120 | 22035 | 7134 | 2408 | 2 |
| 95 | Swindon | Unitary Authority | Unitary Authority | 209156 | 104618 | 104538 | 88360 | 107747 | 19060 | 39031 | 24098 | 4722 | 1449 | 209156 | 120287 | 1209 | 2597 | 151 | 3538 | 1228 | 1061 | 64780 | 14305 | 2022 | 100931 | 73591 | 25056 | 7556 | 88360 | 40187 | 28500 | 15432 | 3880 | 361 | 189676 | 12431 | 2680 | 4369 | 209156 | 2098 | 9.089644 | 209156 | 23010.36 | 88360 | 207858 | 1298 | 209156 | 177028 | 1852 | 180 | 8838 | 1506 | 568 | 1163 | 989 | 6901 | 1292 | 936 | 954 | 3282 | 1718 | 807 | 336 | 188 | 618 | 0 | 2 | 1 | 2 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 187898 | 2861 | 13365 | 4226 | 806 | 2 |
| 96 | Telford and Wrekin | Unitary Authority | Unitary Authority | 166641 | 82549 | 84092 | 66608 | 84671 | 13748 | 28700 | 18576 | 4178 | 1406 | 166641 | 102892 | 398 | 872 | 78 | 3019 | 2118 | 692 | 45599 | 10973 | 2372 | 76439 | 57198 | 22609 | 8023 | 66608 | 27793 | 21348 | 13548 | 3673 | 246 | 148697 | 10313 | 2653 | 4978 | 166641 | 1813 | 5.740042 | 166641 | 29031.32 | 66608 | 164440 | 2201 | 166641 | 149096 | 729 | 166 | 4424 | 1423 | 278 | 799 | 483 | 3076 | 2243 | 162 | 647 | 863 | 1023 | 607 | 149 | 86 | 387 | 1 | 3 | 0 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 154415 | 1779 | 6991 | 2983 | 473 | 2 |
| 97 | Thurrock | Unitary Authority | Unitary Authority | 157705 | 77823 | 79882 | 62353 | 79764 | 12527 | 27384 | 17007 | 3973 | 1462 | 157705 | 99891 | 615 | 1178 | 221 | 3164 | 1224 | 456 | 41061 | 9895 | 1628 | 76012 | 54788 | 19389 | 5888 | 62353 | 24074 | 21335 | 13349 | 3283 | 312 | 143099 | 8613 | 2172 | 3821 | 157705 | 1302 | 9.652886 | 157705 | 16337.60 | 62353 | 157072 | 633 | 157705 | 127587 | 1108 | 308 | 6426 | 1056 | 670 | 683 | 690 | 2234 | 534 | 682 | 828 | 1649 | 9742 | 1336 | 1245 | 254 | 673 | 1 | 1 | 0 | 2 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 135429 | 12323 | 5927 | 3099 | 927 | 2 |
| 98 | Torbay | Unitary Authority | Unitary Authority | 130959 | 63110 | 67849 | 59010 | 66852 | 15063 | 26678 | 13235 | 2926 | 1108 | 130959 | 82924 | 389 | 128 | 109 | 521 | 41 | 702 | 36035 | 10110 | 2267 | 54614 | 45098 | 21355 | 7625 | 59010 | 21315 | 20367 | 13148 | 3627 | 553 | 114852 | 9137 | 2286 | 4684 | 130959 | 1265 | 20.828800 | 130959 | 6287.40 | 59010 | 127908 | 3051 | 130959 | 124162 | 657 | 37 | 2843 | 440 | 195 | 443 | 342 | 403 | 79 | 99 | 261 | 511 | 140 | 73 | 38 | 100 | 136 | 0 | 1 | 1 | 1 | 3 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 127699 | 251 | 1353 | 1420 | 236 | 2 |
| 99 | Tower Hamlets | London Borough | London Borough | 254096 | 130906 | 123190 | 101257 | 43589 | 63797 | 32329 | 4450 | 521 | 160 | 254096 | 68808 | 2726 | 4200 | 1283 | 87696 | 821 | 825 | 48648 | 39089 | 4129 | 128468 | 83209 | 27062 | 11228 | 101257 | 33144 | 36199 | 20987 | 9432 | 1495 | 234740 | 10931 | 3510 | 4915 | 254096 | 1497 | 128.532500 | 254096 | 1976.90 | 101257 | 250343 | 3753 | 254096 | 79231 | 3863 | 175 | 31550 | 2837 | 1509 | 2961 | 3053 | 6787 | 2442 | 81377 | 8109 | 5786 | 9495 | 5341 | 3793 | 2573 | 3214 | 0 | 2 | 2 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 114819 | 18629 | 104501 | 10360 | 5787 | 2 |
| 100 | Tyne and Wear | Metropolitan County | Metropolitan County | 1104825 | 540596 | 564229 | 484527 | 436319 | 178193 | 201234 | 86052 | 15094 | 3954 | 1104825 | 718130 | 3333 | 5015 | 3900 | 27654 | 3171 | 2685 | 275116 | 65821 | 19440 | 489994 | 363276 | 166983 | 65132 | 484527 | 189036 | 152664 | 107866 | 32597 | 2364 | 985316 | 68797 | 17733 | 32979 | 1104825 | 7866 | 20.457760 | 1104825 | 54005.18 | 484527 | 1086693 | 18132 | 1104825 | 1010841 | 3927 | 358 | 17555 | 2553 | 1972 | 3782 | 2448 | 9462 | 8403 | 9229 | 9731 | 8482 | 7521 | 570 | 577 | 3926 | 3488 | 2 | 20 | 8 | 19 | 49 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1032681 | 8668 | 45307 | 10755 | 7414 | 1 |
| 101 | Waltham Forest | London Borough | London Borough | 258249 | 128970 | 129279 | 96861 | 76217 | 40583 | 40732 | 12225 | 2582 | 739 | 258249 | 124939 | 1987 | 5917 | 1259 | 56541 | 1209 | 993 | 46462 | 18942 | 3457 | 121652 | 91954 | 31133 | 10053 | 96861 | 33217 | 33920 | 21764 | 7027 | 933 | 236976 | 12887 | 3426 | 4960 | 258249 | 2149 | 66.535010 | 258249 | 3881.40 | 96861 | 256615 | 1634 | 258249 | 92999 | 3959 | 369 | 37472 | 4568 | 2403 | 2602 | 4193 | 9134 | 26347 | 4632 | 2579 | 11697 | 18815 | 18841 | 7135 | 3776 | 6728 | 1 | 2 | 1 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 134799 | 44791 | 54389 | 13766 | 10504 | 2 |
| 102 | Wandsworth | London Borough | London Borough | 306995 | 148646 | 158349 | 130493 | 89513 | 59143 | 56409 | 12634 | 1798 | 509 | 306995 | 162590 | 2574 | 6496 | 1617 | 24746 | 832 | 1283 | 82740 | 24117 | 2814 | 176198 | 91935 | 27299 | 8749 | 130493 | 65759 | 39677 | 18174 | 6064 | 819 | 287010 | 13132 | 2876 | 3977 | 306995 | 4236 | 89.599830 | 306995 | 3426.29 | 130493 | 301648 | 5347 | 306995 | 163739 | 7664 | 163 | 47650 | 4642 | 2034 | 3887 | 4678 | 8642 | 9718 | 1493 | 3715 | 9770 | 14818 | 12297 | 5641 | 2350 | 4094 | 2 | 3 | 2 | 6 | 13 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 219216 | 32756 | 33338 | 15241 | 6444 | 2 |
| 103 | Warrington | Unitary Authority | Unitary Authority | 202228 | 100300 | 101928 | 85140 | 110349 | 16409 | 35587 | 26623 | 5049 | 1472 | 202228 | 144405 | 457 | 1118 | 147 | 2097 | 361 | 513 | 41293 | 11837 | 2359 | 100734 | 66223 | 24446 | 8466 | 85140 | 40205 | 25930 | 14960 | 3755 | 290 | 180385 | 13862 | 2837 | 5144 | 202228 | 2589 | 11.194220 | 202228 | 18065.39 | 85140 | 198828 | 3400 | 202228 | 187968 | 1357 | 66 | 4601 | 654 | 357 | 663 | 470 | 1803 | 1179 | 152 | 849 | 928 | 389 | 214 | 91 | 237 | 250 | 0 | 1 | 3 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 193992 | 694 | 4911 | 2144 | 487 | 2 |
| 104 | Warwickshire | Administrative County | Administrative County | 545474 | 269076 | 276398 | 231005 | 319093 | 40619 | 94540 | 72338 | 17087 | 6421 | 545474 | 351891 | 1733 | 5699 | 505 | 5820 | 9434 | 2008 | 131408 | 36976 | 5920 | 258530 | 189851 | 70472 | 20701 | 231005 | 109373 | 73346 | 39454 | 8194 | 638 | 486234 | 39871 | 6917 | 12452 | 545474 | 7829 | 2.761779 | 545474 | 197508.20 | 231005 | 537501 | 7973 | 545474 | 482607 | 5216 | 494 | 17371 | 3090 | 698 | 2606 | 1555 | 16435 | 1728 | 284 | 2349 | 4300 | 2173 | 1733 | 537 | 467 | 1831 | 1 | 6 | 2 | 13 | 22 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 505688 | 4443 | 25096 | 7949 | 2298 | 0 |
| 105 | West Midlands | Metropolitan County | Metropolitan County | 2736460 | 1346950 | 1389510 | 1086748 | 1123244 | 341972 | 451747 | 228970 | 48790 | 15269 | 2736460 | 1471780 | 9119 | 59768 | 3060 | 332684 | 116715 | 15181 | 554152 | 174001 | 43274 | 1212508 | 946206 | 394508 | 139964 | 1086748 | 382438 | 356868 | 261039 | 78436 | 7967 | 2443594 | 170134 | 45516 | 77216 | 2736460 | 24671 | 30.349860 | 2736460 | 90163.85 | 1086748 | 2693432 | 43028 | 2736460 | 1806708 | 39183 | 1618 | 71629 | 53234 | 6053 | 21964 | 14953 | 185271 | 200545 | 48727 | 21430 | 59008 | 55557 | 79632 | 28880 | 16029 | 26039 | 5 | 19 | 15 | 57 | 96 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1919138 | 164069 | 514981 | 96204 | 42068 | 1 |
| 106 | West Sussex | Administrative County | Administrative County | 806892 | 390567 | 416325 | 345614 | 464829 | 61657 | 150046 | 100934 | 23709 | 9268 | 806892 | 498367 | 3057 | 7368 | 1434 | 12668 | 1137 | 4121 | 216844 | 61896 | 8063 | 378965 | 286383 | 104836 | 28645 | 345614 | 160244 | 115557 | 56841 | 11785 | 1187 | 722497 | 58321 | 9282 | 16792 | 806892 | 11487 | 4.053729 | 806892 | 199049.30 | 345614 | 791540 | 15352 | 806892 | 717551 | 5979 | 1073 | 31896 | 2886 | 2061 | 4269 | 2939 | 9659 | 5236 | 2346 | 2960 | 8133 | 4569 | 1339 | 1238 | 1081 | 1677 | 2 | 1 | 5 | 22 | 30 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 756499 | 7146 | 28334 | 12155 | 2758 | 0 |
| 107 | West Yorkshire | Metropolitan County | Metropolitan County | 2226058 | 1093264 | 1132794 | 922452 | 976961 | 271399 | 392213 | 208849 | 38218 | 11773 | 2226058 | 1216266 | 5783 | 14921 | 7605 | 252370 | 18123 | 7163 | 557775 | 146052 | 29254 | 1021531 | 768712 | 303823 | 102738 | 922452 | 369515 | 298250 | 190547 | 57998 | 6142 | 2001779 | 140121 | 31342 | 52816 | 2226058 | 21621 | 10.969730 | 2226058 | 202927.30 | 922452 | 2188168 | 37890 | 2226058 | 1746295 | 14910 | 1660 | 56953 | 20827 | 4624 | 15098 | 7577 | 53152 | 189708 | 15632 | 10783 | 22272 | 24685 | 15581 | 6210 | 9212 | 10879 | 6 | 16 | 11 | 40 | 73 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1819818 | 46476 | 291547 | 48126 | 20091 | 1 |
| 108 | Westminster | London Borough (city) | London Borough (city) | 226771 | 115639 | 111132 | 110157 | 50502 | 69574 | 32969 | 6103 | 1051 | 460 | 226771 | 101221 | 3286 | 4323 | 7403 | 40482 | 514 | 1308 | 47064 | 21170 | 3547 | 122920 | 68181 | 22670 | 9453 | 110157 | 43480 | 38278 | 18840 | 7912 | 1647 | 210317 | 10371 | 2587 | 3496 | 226771 | 3249 | 93.015176 | 226771 | 2438.00 | 110157 | 220395 | 6376 | 226771 | 81577 | 5140 | 79 | 54333 | 1907 | 1964 | 3695 | 4118 | 7429 | 2344 | 6531 | 6180 | 10318 | 9239 | 4495 | 2931 | 15793 | 8698 | 3 | 1 | 3 | 1 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 141129 | 16665 | 32802 | 11684 | 24491 | 2 |
| 109 | Wiltshire | Administrative County | Administrative County | 470981 | 231754 | 239227 | 194194 | 280840 | 28660 | 80315 | 63879 | 15513 | 5827 | 470981 | 301651 | 1621 | 1308 | 384 | 2074 | 303 | 2417 | 125045 | 36178 | 4106 | 234318 | 160362 | 57221 | 14974 | 194194 | 96645 | 62496 | 28845 | 5720 | 488 | 423373 | 33064 | 5066 | 9478 | 470981 | 9360 | 1.446795 | 470981 | 325534.10 | 194194 | 457954 | 13027 | 470981 | 439725 | 2381 | 757 | 12108 | 1968 | 656 | 1667 | 1277 | 1547 | 215 | 595 | 1210 | 2611 | 1418 | 1151 | 659 | 288 | 748 | 1 | 6 | 1 | 12 | 20 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 454971 | 3228 | 6178 | 5568 | 1036 | 0 |
| 110 | Worcestershire | Administrative County | Administrative County | 566169 | 278791 | 287378 | 239717 | 341207 | 39855 | 96498 | 76841 | 18970 | 7553 | 566169 | 382240 | 1268 | 1145 | 355 | 7466 | 1413 | 2061 | 131861 | 38360 | 6574 | 263127 | 197450 | 76406 | 22612 | 239717 | 109688 | 77262 | 42677 | 9330 | 760 | 502484 | 42522 | 7445 | 13718 | 566169 | 7715 | 3.252878 | 566169 | 174051.70 | 239717 | 556357 | 9812 | 566169 | 522922 | 3480 | 1165 | 14491 | 3150 | 592 | 2053 | 1250 | 3634 | 4984 | 1316 | 1601 | 2206 | 767 | 1275 | 330 | 236 | 717 | 3 | 1 | 1 | 13 | 18 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 542058 | 2372 | 13741 | 7045 | 953 | 0 |
| 111 | York | Unitary Authority (city) | Unitary Authority (city) | 198051 | 96254 | 101797 | 83552 | 90126 | 21808 | 38999 | 18535 | 3210 | 1000 | 198051 | 117856 | 1016 | 983 | 202 | 2072 | 133 | 747 | 59646 | 15396 | 1819 | 98402 | 67709 | 23752 | 6369 | 83552 | 41409 | 26882 | 12526 | 2524 | 211 | 179827 | 12701 | 1934 | 3589 | 198051 | 2638 | 7.282992 | 198051 | 27193.63 | 83552 | 190392 | 7659 | 198051 | 178613 | 1103 | 269 | 6746 | 529 | 305 | 873 | 706 | 1531 | 417 | 370 | 2449 | 1973 | 903 | 205 | 86 | 498 | 475 | 1 | 2 | 2 | 2 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 186731 | 1194 | 6740 | 2413 | 973 | 2 |
rep.sort_values(by=['Sum of all Vaccination centers'])
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | No.cars_privately_accessible | No_access_to_vehicle | 1_vehicle_access | 2_vehicle_access | 3_vehicle_access | 4_vehicle_access | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | verybad_health | verygood_health | good_health | fair_health | bad_health | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | not_deprived | deprived_1 | deprived_2 | deprived_3 | deprived_4 | no_care_duties | care_duties_0_19 | care_duties_20_49 | care_duties_50_plus | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | communal_establishments | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | cluster | cen_x | cen_y | c | Density qBins | White No.total | Black No.total | Asian No.total | Mixed No.total | Arab_other No.total | Cluster1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | London | London Borough (city) | London Borough (city) | 7375 | 4091 | 3284 | 4385 | 1692 | 3043 | 1100 | 173 | 51 | 18 | 7375 | 3344 | 92 | 145 | 166 | 409 | 18 | 28 | 2522 | 651 | 56 | 4112 | 2374 | 643 | 190 | 4385 | 1973 | 1772 | 499 | 122 | 19 | 6799 | 455 | 51 | 70 | 7375 | 78 | 25.450340 | 7375 | 289.78 | 4385 | 7187 | 188 | 7375 | 4243 | 180 | 3 | 1373 | 38 | 37 | 111 | 103 | 216 | 16 | 232 | 263 | 213 | 98 | 46 | 49 | 69 | 85 | 0 | 0 | 0 | 0 | 0 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 5799 | 193 | 940 | 289 | 154 | 2 |
| 81 | Rutland | Unitary Authority | Unitary Authority | 37369 | 18915 | 18454 | 15002 | 22542 | 1859 | 6152 | 5222 | 1328 | 441 | 37369 | 25481 | 100 | 75 | 54 | 131 | 31 | 149 | 8728 | 2620 | 283 | 18828 | 12718 | 4532 | 1008 | 15002 | 8042 | 4679 | 1936 | 332 | 13 | 33570 | 2772 | 356 | 671 | 37369 | 842 | 0.979489 | 37369 | 38151.51 | 15002 | 34252 | 3117 | 37369 | 35241 | 217 | 58 | 785 | 123 | 23 | 141 | 102 | 113 | 38 | 7 | 125 | 82 | 116 | 107 | 28 | 5 | 58 | 0 | 0 | 0 | 1 | 1 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 36301 | 251 | 365 | 389 | 63 | 2 |
| 61 | Middlesbrough | Unitary Authority | Unitary Authority | 138412 | 67732 | 70680 | 57203 | 51821 | 21488 | 22963 | 10207 | 1945 | 600 | 138412 | 87511 | 370 | 591 | 45 | 9757 | 564 | 246 | 30797 | 8531 | 2542 | 62855 | 45295 | 19719 | 8001 | 57203 | 19729 | 18615 | 13717 | 4789 | 353 | 124252 | 7516 | 2301 | 4343 | 138412 | 1040 | 25.691470 | 138412 | 5387.47 | 57203 | 136156 | 2256 | 138412 | 119106 | 574 | 85 | 2290 | 541 | 452 | 904 | 465 | 1477 | 6811 | 244 | 904 | 1332 | 1470 | 92 | 169 | 950 | 546 | 0 | 1 | 0 | 0 | 1 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 122055 | 1731 | 10768 | 2362 | 1496 | 2 |
| 98 | Torbay | Unitary Authority | Unitary Authority | 130959 | 63110 | 67849 | 59010 | 66852 | 15063 | 26678 | 13235 | 2926 | 1108 | 130959 | 82924 | 389 | 128 | 109 | 521 | 41 | 702 | 36035 | 10110 | 2267 | 54614 | 45098 | 21355 | 7625 | 59010 | 21315 | 20367 | 13148 | 3627 | 553 | 114852 | 9137 | 2286 | 4684 | 130959 | 1265 | 20.828800 | 130959 | 6287.40 | 59010 | 127908 | 3051 | 130959 | 124162 | 657 | 37 | 2843 | 440 | 195 | 443 | 342 | 403 | 79 | 99 | 261 | 511 | 140 | 73 | 38 | 100 | 136 | 0 | 1 | 1 | 1 | 3 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 127699 | 251 | 1353 | 1420 | 236 | 2 |
| 76 | Poole | Unitary Authority | Unitary Authority | 147645 | 72121 | 75524 | 63530 | 84638 | 11245 | 28006 | 18431 | 4322 | 1526 | 147645 | 89243 | 538 | 511 | 404 | 1035 | 79 | 717 | 43922 | 11196 | 1780 | 68689 | 51486 | 19849 | 5841 | 63530 | 28688 | 21222 | 11125 | 2264 | 231 | 131433 | 10761 | 1846 | 3605 | 147645 | 1718 | 22.801160 | 147645 | 6475.33 | 63530 | 145103 | 2542 | 147645 | 135698 | 756 | 214 | 4855 | 491 | 246 | 680 | 499 | 1098 | 96 | 382 | 698 | 1002 | 329 | 119 | 72 | 127 | 283 | 0 | 1 | 1 | 1 | 3 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 141523 | 520 | 3276 | 1916 | 410 | 2 |
| 97 | Thurrock | Unitary Authority | Unitary Authority | 157705 | 77823 | 79882 | 62353 | 79764 | 12527 | 27384 | 17007 | 3973 | 1462 | 157705 | 99891 | 615 | 1178 | 221 | 3164 | 1224 | 456 | 41061 | 9895 | 1628 | 76012 | 54788 | 19389 | 5888 | 62353 | 24074 | 21335 | 13349 | 3283 | 312 | 143099 | 8613 | 2172 | 3821 | 157705 | 1302 | 9.652886 | 157705 | 16337.60 | 62353 | 157072 | 633 | 157705 | 127587 | 1108 | 308 | 6426 | 1056 | 670 | 683 | 690 | 2234 | 534 | 682 | 828 | 1649 | 9742 | 1336 | 1245 | 254 | 673 | 1 | 1 | 0 | 2 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 135429 | 12323 | 5927 | 3099 | 927 | 2 |
| 60 | Merton | London Borough | London Borough | 199693 | 98515 | 101178 | 78757 | 72777 | 25644 | 37557 | 12462 | 2377 | 717 | 199693 | 111993 | 1884 | 12203 | 791 | 16262 | 498 | 810 | 41231 | 14021 | 1749 | 103891 | 67098 | 21025 | 5930 | 78757 | 36641 | 25594 | 12685 | 3457 | 380 | 183366 | 10531 | 2408 | 3388 | 199693 | 2866 | 53.097550 | 199693 | 3760.87 | 78757 | 198217 | 1476 | 199693 | 96658 | 4417 | 216 | 28315 | 2579 | 1279 | 2829 | 2647 | 8106 | 7337 | 2216 | 2618 | 15866 | 10442 | 8126 | 2243 | 1413 | 2386 | 1 | 1 | 0 | 2 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 129606 | 20811 | 36143 | 9334 | 3799 | 2 |
| 44 | Islington | London Borough | London Borough | 206125 | 101405 | 104720 | 93556 | 38629 | 60485 | 28507 | 3914 | 490 | 160 | 206125 | 82879 | 2117 | 2108 | 1915 | 19521 | 569 | 967 | 61911 | 34138 | 3473 | 106386 | 63382 | 23113 | 9771 | 93556 | 34289 | 31880 | 18351 | 7762 | 1274 | 189814 | 10044 | 2505 | 3762 | 206125 | 1931 | 138.716000 | 206125 | 1485.95 | 93556 | 200134 | 5991 | 206125 | 98322 | 8140 | 163 | 33890 | 4236 | 1912 | 2964 | 4227 | 3534 | 951 | 4662 | 4457 | 5430 | 12622 | 7943 | 5729 | 1893 | 5050 | 1 | 1 | 1 | 1 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 140515 | 26294 | 19034 | 13339 | 6943 | 2 |
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 108386 | 37140 | 29594 | 7878 | 2913 | 2 |
| 43 | Isle of Wight | Unitary Authority | Unitary Authority | 138265 | 67424 | 70841 | 61085 | 72788 | 13761 | 28314 | 14356 | 3468 | 1186 | 138265 | 83671 | 459 | 312 | 124 | 524 | 45 | 905 | 40950 | 11275 | 2032 | 56420 | 50514 | 22378 | 6921 | 61085 | 23935 | 21358 | 12460 | 2992 | 340 | 121845 | 10208 | 2108 | 4104 | 138265 | 1519 | 3.637012 | 138265 | 38016.10 | 61085 | 133713 | 4552 | 138265 | 131099 | 747 | 94 | 2605 | 507 | 123 | 738 | 341 | 435 | 80 | 131 | 219 | 649 | 141 | 115 | 47 | 52 | 142 | 1 | 0 | 0 | 4 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 134545 | 303 | 1514 | 1709 | 194 | 2 |
| 38 | Havering | London Borough | London Borough | 237232 | 114209 | 123023 | 97199 | 117634 | 22364 | 42968 | 23831 | 5910 | 2126 | 237232 | 155597 | 760 | 2963 | 1159 | 4829 | 1928 | 648 | 53549 | 15799 | 2767 | 109131 | 84378 | 31492 | 9464 | 97199 | 38567 | 33711 | 20248 | 4272 | 401 | 212018 | 16094 | 3285 | 5835 | 237232 | 2383 | 21.112910 | 237232 | 11236.35 | 97199 | 235671 | 1561 | 237232 | 197615 | 2989 | 160 | 7185 | 1970 | 712 | 1154 | 1097 | 5017 | 1492 | 975 | 1459 | 2602 | 7581 | 2885 | 1015 | 311 | 1013 | 1 | 1 | 1 | 2 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 207949 | 11481 | 11545 | 4933 | 1324 | 2 |
| 37 | Hartlepool | Unitary Authority | Unitary Authority | 92028 | 44751 | 47277 | 40434 | 38269 | 14268 | 16573 | 7662 | 1535 | 396 | 92028 | 64349 | 152 | 168 | 9 | 689 | 97 | 178 | 20507 | 5879 | 1699 | 39816 | 30117 | 14607 | 5789 | 40434 | 14351 | 12821 | 9970 | 3104 | 188 | 82104 | 5325 | 1555 | 3044 | 92028 | 780 | 9.804701 | 92028 | 9386.11 | 40434 | 91091 | 937 | 92028 | 88924 | 193 | 40 | 742 | 180 | 54 | 173 | 143 | 266 | 291 | 214 | 229 | 304 | 129 | 36 | 5 | 57 | 48 | 0 | 1 | 0 | 4 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 89899 | 170 | 1304 | 550 | 105 | 2 |
| 47 | Kingston upon Hull | Unitary Authority (city) | Unitary Authority (city) | 256406 | 128420 | 127986 | 112596 | 90240 | 45748 | 47612 | 16002 | 2588 | 646 | 256406 | 140753 | 771 | 439 | 172 | 5447 | 289 | 794 | 89336 | 18405 | 4130 | 110555 | 89572 | 38102 | 14047 | 112596 | 37719 | 37207 | 27899 | 9024 | 747 | 232770 | 12602 | 3622 | 7412 | 256406 | 1488 | 35.886470 | 256406 | 7144.92 | 112596 | 252748 | 3658 | 256406 | 229920 | 550 | 284 | 10567 | 871 | 821 | 945 | 817 | 1086 | 882 | 755 | 2124 | 1624 | 2472 | 236 | 288 | 1134 | 1030 | 1 | 2 | 0 | 2 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 241321 | 2996 | 6471 | 3454 | 2164 | 2 |
| 95 | Swindon | Unitary Authority | Unitary Authority | 209156 | 104618 | 104538 | 88360 | 107747 | 19060 | 39031 | 24098 | 4722 | 1449 | 209156 | 120287 | 1209 | 2597 | 151 | 3538 | 1228 | 1061 | 64780 | 14305 | 2022 | 100931 | 73591 | 25056 | 7556 | 88360 | 40187 | 28500 | 15432 | 3880 | 361 | 189676 | 12431 | 2680 | 4369 | 209156 | 2098 | 9.089644 | 209156 | 23010.36 | 88360 | 207858 | 1298 | 209156 | 177028 | 1852 | 180 | 8838 | 1506 | 568 | 1163 | 989 | 6901 | 1292 | 936 | 954 | 3282 | 1718 | 807 | 336 | 188 | 618 | 0 | 2 | 1 | 2 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 187898 | 2861 | 13365 | 4226 | 806 | 2 |
| 90 | Stockton-on-Tees | Unitary Authority | Unitary Authority | 191610 | 94082 | 97528 | 79159 | 91623 | 20524 | 32728 | 20487 | 4222 | 1198 | 191610 | 130723 | 388 | 675 | 94 | 4143 | 625 | 382 | 42910 | 11670 | 2836 | 88811 | 64282 | 26385 | 9296 | 79159 | 34306 | 24692 | 15755 | 4114 | 292 | 171686 | 11683 | 2933 | 5308 | 191610 | 1991 | 9.395844 | 191610 | 20393.06 | 79159 | 187959 | 3651 | 191610 | 178965 | 536 | 143 | 1655 | 419 | 316 | 823 | 439 | 1488 | 3072 | 132 | 866 | 1074 | 936 | 84 | 113 | 236 | 313 | 0 | 1 | 1 | 3 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 181299 | 1133 | 6632 | 1997 | 549 | 2 |
| 18 | Darlington | Unitary Authority | Unitary Authority | 105564 | 51483 | 54081 | 46670 | 49794 | 13052 | 20682 | 10450 | 1962 | 524 | 105564 | 71122 | 307 | 317 | 45 | 971 | 361 | 310 | 25415 | 6716 | 1440 | 47046 | 37199 | 15116 | 4763 | 46670 | 20184 | 14922 | 8954 | 2407 | 203 | 94516 | 6863 | 1427 | 2758 | 105564 | 1218 | 5.345686 | 105564 | 19747.51 | 46670 | 104111 | 1453 | 105564 | 98898 | 328 | 350 | 2019 | 463 | 97 | 350 | 236 | 726 | 145 | 523 | 349 | 462 | 206 | 105 | 46 | 112 | 149 | 1 | 1 | 2 | 1 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 101595 | 357 | 2205 | 1146 | 261 | 2 |
| 8 | Brighton and Hove | Unitary Authority | Unitary Authority | 273369 | 136108 | 137261 | 121540 | 104397 | 46415 | 51727 | 19078 | 3294 | 1026 | 273369 | 117276 | 2742 | 1792 | 2670 | 6095 | 342 | 2409 | 115954 | 24089 | 3277 | 134673 | 91970 | 32298 | 11151 | 121540 | 52226 | 39931 | 21628 | 6704 | 1051 | 249402 | 16401 | 2850 | 4716 | 273369 | 2749 | 33.068660 | 273369 | 8266.71 | 121540 | 266059 | 7310 | 273369 | 220018 | 3772 | 198 | 19524 | 2182 | 2019 | 3351 | 2856 | 2996 | 649 | 1367 | 2999 | 3267 | 2893 | 879 | 416 | 2184 | 1799 | 1 | 1 | 2 | 1 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 243512 | 4188 | 11278 | 10408 | 3983 | 2 |
| 45 | Kensington and Chelsea | London Borough (royal) | London Borough (royal) | 158649 | 78194 | 80455 | 78536 | 44536 | 43982 | 26866 | 6204 | 1046 | 438 | 158649 | 86005 | 2447 | 1386 | 3320 | 15812 | 263 | 778 | 32669 | 15969 | 1875 | 91764 | 45189 | 14464 | 5357 | 78536 | 34278 | 27161 | 11908 | 4366 | 823 | 147671 | 7472 | 1552 | 1954 | 158649 | 3093 | 130.796000 | 158649 | 1212.95 | 78536 | 155939 | 2710 | 158649 | 62271 | 3715 | 119 | 45912 | 1695 | 1148 | 3021 | 3122 | 2577 | 911 | 836 | 3968 | 7569 | 5536 | 3257 | 1540 | 6455 | 4997 | 1 | 0 | 3 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 112017 | 10333 | 15861 | 8986 | 11452 | 2 |
| 75 | Plymouth | Unitary Authority (city) | Unitary Authority (city) | 256384 | 126684 | 129700 | 109307 | 115466 | 30438 | 49904 | 23251 | 4425 | 1289 | 256384 | 148917 | 881 | 567 | 168 | 2078 | 89 | 1198 | 84295 | 18191 | 3684 | 117976 | 85956 | 35756 | 13012 | 109307 | 43157 | 36415 | 22169 | 6754 | 812 | 229137 | 15624 | 4057 | 7566 | 256384 | 1978 | 32.114800 | 256384 | 7983.36 | 109307 | 251100 | 5284 | 256384 | 238263 | 1105 | 153 | 6988 | 904 | 523 | 1028 | 832 | 875 | 202 | 359 | 1251 | 1219 | 1106 | 343 | 229 | 399 | 605 | 2 | 1 | 1 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 246509 | 1678 | 3906 | 3287 | 1004 | 2 |
| 48 | Kingston upon Thames | London Borough (royal) | London Borough (royal) | 160060 | 78103 | 81957 | 63639 | 70421 | 15997 | 30084 | 13740 | 2861 | 957 | 160060 | 84684 | 1771 | 7502 | 775 | 9474 | 1236 | 802 | 41183 | 12633 | 1267 | 84332 | 53598 | 16425 | 4438 | 63639 | 32175 | 20186 | 8892 | 2140 | 246 | 146772 | 9331 | 1611 | 2346 | 160060 | 2639 | 42.972700 | 160060 | 3724.69 | 63639 | 156358 | 3702 | 160060 | 101015 | 2718 | 95 | 15391 | 1238 | 700 | 2500 | 1831 | 6325 | 3009 | 892 | 2883 | 13043 | 2616 | 1027 | 378 | 2439 | 1960 | 1 | 3 | 1 | 1 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 119219 | 4021 | 26152 | 6269 | 4399 | 2 |
| 87 | Southend-on-Sea | Unitary Authority | Unitary Authority | 173658 | 85037 | 88621 | 74678 | 81304 | 20383 | 33268 | 16574 | 3406 | 1047 | 173658 | 96755 | 801 | 1161 | 2150 | 3309 | 149 | 908 | 54880 | 13545 | 2190 | 78341 | 60929 | 24420 | 7778 | 74678 | 29872 | 24948 | 14927 | 4381 | 550 | 155976 | 11412 | 2131 | 4139 | 173658 | 1852 | 41.588750 | 173658 | 4175.60 | 74678 | 171489 | 2169 | 173658 | 151136 | 1496 | 162 | 6229 | 1039 | 741 | 977 | 894 | 1810 | 1059 | 933 | 1084 | 1554 | 2728 | 524 | 395 | 297 | 600 | 1 | 0 | 1 | 4 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 159023 | 3647 | 6440 | 3651 | 897 | 2 |
| 5 | Blackburn with Darwen | Unitary Authority | Unitary Authority | 147489 | 73547 | 73942 | 57353 | 58447 | 17502 | 25110 | 11819 | 2256 | 666 | 147489 | 77599 | 306 | 574 | 54 | 39817 | 161 | 295 | 20374 | 8309 | 2335 | 66991 | 49010 | 20725 | 8428 | 57353 | 20599 | 18421 | 13105 | 4779 | 449 | 131733 | 8769 | 2691 | 4296 | 147489 | 1467 | 10.764690 | 147489 | 13701.18 | 57353 | 145827 | 1662 | 147489 | 98144 | 794 | 161 | 2910 | 315 | 162 | 989 | 357 | 19791 | 17801 | 1525 | 721 | 1656 | 614 | 202 | 117 | 585 | 645 | 1 | 2 | 1 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 102009 | 933 | 41494 | 1823 | 1230 | 2 |
| 99 | Tower Hamlets | London Borough | London Borough | 254096 | 130906 | 123190 | 101257 | 43589 | 63797 | 32329 | 4450 | 521 | 160 | 254096 | 68808 | 2726 | 4200 | 1283 | 87696 | 821 | 825 | 48648 | 39089 | 4129 | 128468 | 83209 | 27062 | 11228 | 101257 | 33144 | 36199 | 20987 | 9432 | 1495 | 234740 | 10931 | 3510 | 4915 | 254096 | 1497 | 128.532500 | 254096 | 1976.90 | 101257 | 250343 | 3753 | 254096 | 79231 | 3863 | 175 | 31550 | 2837 | 1509 | 2961 | 3053 | 6787 | 2442 | 81377 | 8109 | 5786 | 9495 | 5341 | 3793 | 2573 | 3214 | 0 | 2 | 2 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 114819 | 18629 | 104501 | 10360 | 5787 | 2 |
| 103 | Warrington | Unitary Authority | Unitary Authority | 202228 | 100300 | 101928 | 85140 | 110349 | 16409 | 35587 | 26623 | 5049 | 1472 | 202228 | 144405 | 457 | 1118 | 147 | 2097 | 361 | 513 | 41293 | 11837 | 2359 | 100734 | 66223 | 24446 | 8466 | 85140 | 40205 | 25930 | 14960 | 3755 | 290 | 180385 | 13862 | 2837 | 5144 | 202228 | 2589 | 11.194220 | 202228 | 18065.39 | 85140 | 198828 | 3400 | 202228 | 187968 | 1357 | 66 | 4601 | 654 | 357 | 663 | 470 | 1803 | 1179 | 152 | 849 | 928 | 389 | 214 | 91 | 237 | 250 | 0 | 1 | 3 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 193992 | 694 | 4911 | 2144 | 487 | 2 |
| 20 | Derby | Unitary Authority (city) | Unitary Authority (city) | 248752 | 123046 | 125706 | 102271 | 108124 | 29593 | 44344 | 22930 | 4220 | 1184 | 248752 | 131129 | 822 | 2198 | 110 | 19006 | 8891 | 985 | 68668 | 16943 | 3249 | 111837 | 87060 | 35193 | 11413 | 102271 | 41618 | 33029 | 20996 | 6054 | 574 | 223168 | 15682 | 3586 | 6316 | 248752 | 2431 | 31.878570 | 248752 | 7803.11 | 102271 | 244625 | 4127 | 248752 | 187386 | 2319 | 295 | 9751 | 3916 | 533 | 1772 | 1011 | 10907 | 14620 | 658 | 1292 | 3618 | 3156 | 3405 | 759 | 861 | 2493 | 1 | 3 | 1 | 1 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 199751 | 7320 | 31095 | 7232 | 3354 | 2 |
| 7 | Brent | London Borough | London Borough | 311215 | 156468 | 154747 | 110286 | 87802 | 47419 | 43598 | 14884 | 3429 | 956 | 311215 | 129080 | 4300 | 55449 | 4357 | 58036 | 1709 | 3768 | 33054 | 21462 | 4281 | 149695 | 108169 | 36731 | 12339 | 110286 | 34085 | 40538 | 25540 | 8741 | 1382 | 284605 | 15813 | 4938 | 5859 | 311215 | 3321 | 71.981860 | 311215 | 4323.52 | 110286 | 308895 | 2320 | 311215 | 55887 | 12320 | 320 | 44353 | 4291 | 2820 | 3642 | 5022 | 58017 | 14381 | 1749 | 3250 | 28589 | 24391 | 23723 | 10518 | 11430 | 6512 | 1 | 1 | 0 | 5 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 112880 | 58632 | 105986 | 15775 | 17942 | 2 |
| 39 | Herefordshire | Unitary Authority (county) | Unitary Authority (county) | 183477 | 90302 | 93175 | 78319 | 111829 | 12826 | 32556 | 23805 | 6395 | 2737 | 183477 | 124403 | 562 | 228 | 131 | 364 | 80 | 893 | 41766 | 15050 | 2151 | 83874 | 64494 | 25517 | 7441 | 78319 | 34469 | 26487 | 13969 | 3131 | 263 | 162801 | 13998 | 2362 | 4316 | 183477 | 3080 | 0.841741 | 183477 | 217973.20 | 78319 | 180595 | 2882 | 183477 | 171922 | 709 | 363 | 7175 | 407 | 146 | 415 | 302 | 490 | 80 | 32 | 277 | 560 | 160 | 103 | 68 | 105 | 163 | 1 | 0 | 1 | 5 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 180169 | 331 | 1439 | 1270 | 268 | 2 |
| 58 | Medway | Unitary Authority | Unitary Authority | 263925 | 130825 | 133100 | 106209 | 133257 | 23231 | 45163 | 28790 | 6609 | 2416 | 263925 | 152637 | 937 | 2756 | 208 | 5169 | 3846 | 1392 | 78995 | 17985 | 2889 | 120662 | 95679 | 34307 | 10388 | 106209 | 44119 | 35652 | 20314 | 5550 | 574 | 238892 | 15001 | 3348 | 6684 | 263925 | 2492 | 13.743720 | 263925 | 19203.31 | 106209 | 259988 | 3937 | 263925 | 225654 | 1946 | 510 | 8469 | 1730 | 735 | 1546 | 1165 | 7132 | 1516 | 1304 | 1065 | 2598 | 4742 | 1428 | 493 | 517 | 1375 | 1 | 1 | 1 | 4 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 236579 | 6663 | 13615 | 5176 | 1892 | 2 |
| 31 | Hackney | London Borough | London Borough | 246270 | 122029 | 124241 | 101690 | 41800 | 65721 | 31157 | 4129 | 525 | 158 | 246270 | 95131 | 3075 | 1577 | 15477 | 34727 | 1872 | 1311 | 69454 | 23646 | 4109 | 128442 | 75699 | 26837 | 11183 | 101690 | 31994 | 36314 | 22514 | 9308 | 1560 | 228322 | 10734 | 3094 | 4120 | 246270 | 2221 | 129.184000 | 246270 | 1906.35 | 101690 | 244433 | 1837 | 246270 | 89030 | 5216 | 474 | 39897 | 4989 | 2866 | 3020 | 4994 | 7599 | 1905 | 6180 | 3436 | 6747 | 27976 | 19168 | 9714 | 1721 | 11338 | 0 | 6 | 1 | 0 | 7 | 2 | 1.758621 | 7.000000 | #2095DF | (186720.25, 260508.0] | 134617 | 56858 | 25867 | 15869 | 13059 | 2 |
| 111 | York | Unitary Authority (city) | Unitary Authority (city) | 198051 | 96254 | 101797 | 83552 | 90126 | 21808 | 38999 | 18535 | 3210 | 1000 | 198051 | 117856 | 1016 | 983 | 202 | 2072 | 133 | 747 | 59646 | 15396 | 1819 | 98402 | 67709 | 23752 | 6369 | 83552 | 41409 | 26882 | 12526 | 2524 | 211 | 179827 | 12701 | 1934 | 3589 | 198051 | 2638 | 7.282992 | 198051 | 27193.63 | 83552 | 190392 | 7659 | 198051 | 178613 | 1103 | 269 | 6746 | 529 | 305 | 873 | 706 | 1531 | 417 | 370 | 2449 | 1973 | 903 | 205 | 86 | 498 | 475 | 1 | 2 | 2 | 2 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 186731 | 1194 | 6740 | 2413 | 973 | 2 |
| 72 | Nottingham | Unitary Authority (city) | Unitary Authority (city) | 305680 | 153777 | 151903 | 126131 | 96284 | 55093 | 50614 | 16785 | 2830 | 809 | 305680 | 135216 | 2051 | 4498 | 1069 | 26919 | 4312 | 1483 | 106954 | 23178 | 4666 | 141038 | 103332 | 41581 | 15063 | 126131 | 43326 | 42708 | 29144 | 9942 | 1011 | 278726 | 15211 | 4314 | 7429 | 305680 | 2556 | 40.969500 | 305680 | 7461.16 | 126131 | 289738 | 15942 | 305680 | 199990 | 2819 | 326 | 15563 | 12166 | 2004 | 3304 | 2791 | 9901 | 16771 | 1049 | 5988 | 6330 | 9877 | 9382 | 2926 | 2372 | 2121 | 0 | 2 | 2 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 218698 | 22185 | 40039 | 20265 | 4493 | 2 |
| 67 | North Somerset | Unitary Authority | Unitary Authority | 202566 | 98463 | 104103 | 88227 | 121381 | 15151 | 36867 | 27620 | 6248 | 2341 | 202566 | 123545 | 554 | 340 | 157 | 869 | 95 | 939 | 60867 | 15200 | 2382 | 93803 | 70435 | 27670 | 8276 | 88227 | 41762 | 28397 | 14492 | 3212 | 364 | 180253 | 15172 | 2577 | 4564 | 202566 | 2727 | 5.419304 | 202566 | 37378.60 | 88227 | 199225 | 3341 | 202566 | 190553 | 1113 | 176 | 5234 | 681 | 256 | 698 | 398 | 817 | 111 | 299 | 619 | 590 | 383 | 188 | 61 | 127 | 262 | 0 | 2 | 1 | 4 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 197076 | 632 | 2436 | 2033 | 389 | 2 |
| 88 | Southwark | London Borough | London Borough | 288283 | 142618 | 145665 | 120422 | 60438 | 70312 | 41622 | 7173 | 1033 | 282 | 288283 | 151462 | 3884 | 3668 | 1006 | 24551 | 653 | 1350 | 77098 | 24611 | 3596 | 154204 | 90004 | 29935 | 10544 | 120422 | 43590 | 42428 | 24121 | 8961 | 1322 | 267558 | 12531 | 3446 | 4748 | 288283 | 3087 | 99.910580 | 288283 | 2885.41 | 120422 | 282560 | 5723 | 288283 | 114534 | 6222 | 263 | 35330 | 5677 | 3687 | 3003 | 5411 | 5819 | 1623 | 3912 | 8074 | 7764 | 47413 | 17974 | 12124 | 2440 | 7013 | 1 | 3 | 1 | 2 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 156349 | 77511 | 27192 | 17778 | 9453 | 2 |
| 96 | Telford and Wrekin | Unitary Authority | Unitary Authority | 166641 | 82549 | 84092 | 66608 | 84671 | 13748 | 28700 | 18576 | 4178 | 1406 | 166641 | 102892 | 398 | 872 | 78 | 3019 | 2118 | 692 | 45599 | 10973 | 2372 | 76439 | 57198 | 22609 | 8023 | 66608 | 27793 | 21348 | 13548 | 3673 | 246 | 148697 | 10313 | 2653 | 4978 | 166641 | 1813 | 5.740042 | 166641 | 29031.32 | 66608 | 164440 | 2201 | 166641 | 149096 | 729 | 166 | 4424 | 1423 | 278 | 799 | 483 | 3076 | 2243 | 162 | 647 | 863 | 1023 | 607 | 149 | 86 | 387 | 1 | 3 | 0 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 154415 | 1779 | 6991 | 2983 | 473 | 2 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 166473 | 1326 | 4577 | 2898 | 742 | 2 |
| 101 | Waltham Forest | London Borough | London Borough | 258249 | 128970 | 129279 | 96861 | 76217 | 40583 | 40732 | 12225 | 2582 | 739 | 258249 | 124939 | 1987 | 5917 | 1259 | 56541 | 1209 | 993 | 46462 | 18942 | 3457 | 121652 | 91954 | 31133 | 10053 | 96861 | 33217 | 33920 | 21764 | 7027 | 933 | 236976 | 12887 | 3426 | 4960 | 258249 | 2149 | 66.535010 | 258249 | 3881.40 | 96861 | 256615 | 1634 | 258249 | 92999 | 3959 | 369 | 37472 | 4568 | 2403 | 2602 | 4193 | 9134 | 26347 | 4632 | 2579 | 11697 | 18815 | 18841 | 7135 | 3776 | 6728 | 1 | 2 | 1 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 134799 | 44791 | 54389 | 13766 | 10504 | 2 |
| 63 | Newham | London Borough | London Borough | 307984 | 160336 | 147648 | 101519 | 61092 | 52849 | 38531 | 8405 | 1386 | 348 | 307984 | 123119 | 2446 | 26962 | 342 | 98456 | 6421 | 1090 | 29373 | 19775 | 4564 | 149269 | 106549 | 34839 | 12763 | 101519 | 25356 | 38692 | 26412 | 9748 | 1311 | 283380 | 13094 | 5191 | 6319 | 307984 | 2461 | 85.023030 | 307984 | 3622.36 | 101519 | 306009 | 1975 | 307984 | 51516 | 2172 | 462 | 35066 | 3957 | 3319 | 2677 | 3992 | 42484 | 30307 | 37262 | 3930 | 19912 | 37811 | 15050 | 7395 | 3523 | 7149 | 2 | 2 | 1 | 2 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 89216 | 60256 | 133895 | 13945 | 10672 | 2 |
| 66 | North Lincolnshire | Unitary Authority | Unitary Authority | 167446 | 82623 | 84823 | 70684 | 89482 | 14617 | 30714 | 19450 | 4454 | 1449 | 167446 | 110554 | 381 | 445 | 48 | 3024 | 538 | 417 | 40176 | 11863 | 2069 | 73234 | 59883 | 24667 | 7593 | 70684 | 29434 | 23407 | 14508 | 3116 | 219 | 149289 | 11092 | 2381 | 4684 | 167446 | 1777 | 1.978535 | 167446 | 84631.29 | 70684 | 165871 | 1575 | 167446 | 154526 | 727 | 90 | 5405 | 341 | 166 | 451 | 286 | 1122 | 862 | 1443 | 530 | 592 | 365 | 64 | 65 | 173 | 238 | 1 | 2 | 1 | 4 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 160748 | 494 | 4549 | 1244 | 411 | 2 |
| 78 | Redbridge | London Borough | London Borough | 278970 | 138073 | 140897 | 99105 | 106339 | 27697 | 44548 | 20684 | 4762 | 1414 | 278970 | 102755 | 1840 | 31699 | 10213 | 64999 | 17377 | 1348 | 30691 | 18048 | 3196 | 134230 | 97595 | 33470 | 10479 | 99105 | 38422 | 34616 | 20000 | 5455 | 612 | 251679 | 17182 | 4405 | 5704 | 278970 | 3793 | 49.452770 | 278970 | 5641.14 | 99105 | 277323 | 1647 | 278970 | 96253 | 3900 | 140 | 18353 | 3204 | 1692 | 3251 | 3309 | 45660 | 31051 | 16011 | 3000 | 20781 | 12357 | 9064 | 3424 | 1551 | 5969 | 1 | 3 | 2 | 2 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 118646 | 24845 | 116503 | 11456 | 7520 | 2 |
| 86 | Southampton | Unitary Authority (city) | Unitary Authority (city) | 236882 | 119453 | 117429 | 98254 | 101546 | 28996 | 43938 | 20099 | 3969 | 1252 | 236882 | 122018 | 1331 | 2482 | 254 | 9903 | 3476 | 1329 | 79379 | 16710 | 2848 | 112653 | 82880 | 29278 | 9223 | 98254 | 39116 | 32798 | 19691 | 5871 | 778 | 216519 | 12681 | 2880 | 4802 | 236882 | 1886 | 47.481530 | 236882 | 4988.93 | 98254 | 228459 | 8423 | 236882 | 183980 | 1746 | 341 | 17461 | 1678 | 941 | 1796 | 1263 | 6742 | 3019 | 1401 | 3449 | 5281 | 3508 | 1132 | 427 | 1312 | 1405 | 0 | 1 | 1 | 6 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 203528 | 5067 | 19892 | 5678 | 2717 | 2 |
| 108 | Westminster | London Borough (city) | London Borough (city) | 226771 | 115639 | 111132 | 110157 | 50502 | 69574 | 32969 | 6103 | 1051 | 460 | 226771 | 101221 | 3286 | 4323 | 7403 | 40482 | 514 | 1308 | 47064 | 21170 | 3547 | 122920 | 68181 | 22670 | 9453 | 110157 | 43480 | 38278 | 18840 | 7912 | 1647 | 210317 | 10371 | 2587 | 3496 | 226771 | 3249 | 93.015176 | 226771 | 2438.00 | 110157 | 220395 | 6376 | 226771 | 81577 | 5140 | 79 | 54333 | 1907 | 1964 | 3695 | 4118 | 7429 | 2344 | 6531 | 6180 | 10318 | 9239 | 4495 | 2931 | 15793 | 8698 | 3 | 1 | 3 | 1 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 141129 | 16665 | 32802 | 11684 | 24491 | 2 |
| 42 | Hounslow | London Borough | London Borough | 253957 | 127397 | 126560 | 94902 | 94042 | 29985 | 42744 | 16986 | 3942 | 1245 | 253957 | 106660 | 3617 | 26261 | 651 | 35666 | 22749 | 1540 | 40351 | 16462 | 2814 | 124442 | 89064 | 28552 | 9085 | 94902 | 35413 | 33763 | 19203 | 5774 | 749 | 231647 | 13897 | 3623 | 4790 | 253957 | 2897 | 45.360640 | 253957 | 5598.62 | 94902 | 251961 | 1996 | 253957 | 96264 | 4775 | 183 | 29283 | 2273 | 1730 | 3390 | 2956 | 48161 | 13676 | 2189 | 2405 | 20826 | 10787 | 3381 | 2645 | 3638 | 5395 | 1 | 3 | 0 | 4 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 130505 | 16813 | 87257 | 10349 | 9033 | 2 |
| 6 | Bournemouth | Unitary Authority | Unitary Authority | 183491 | 91386 | 92105 | 82374 | 92927 | 21333 | 36807 | 18763 | 3961 | 1510 | 183491 | 104828 | 1215 | 1292 | 1343 | 3264 | 156 | 1216 | 55911 | 14266 | 2401 | 84955 | 63260 | 24866 | 8009 | 82374 | 33804 | 27788 | 15624 | 4371 | 787 | 166166 | 11280 | 2260 | 3785 | 183491 | 1785 | 39.734900 | 183491 | 4617.88 | 82374 | 179138 | 4353 | 183491 | 153752 | 1355 | 218 | 13472 | 1043 | 601 | 1396 | 1151 | 1940 | 213 | 408 | 1840 | 2665 | 1208 | 380 | 176 | 693 | 980 | 1 | 1 | 0 | 6 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 168797 | 1764 | 7066 | 4191 | 1673 | 2 |
| 30 | Greenwich | London Borough | London Borough | 254557 | 126224 | 128333 | 101045 | 78185 | 42455 | 43058 | 12523 | 2321 | 688 | 254557 | 134632 | 4223 | 9087 | 492 | 17349 | 3490 | 1013 | 65034 | 19237 | 3235 | 127641 | 83875 | 29386 | 10420 | 101045 | 37600 | 34480 | 20809 | 7239 | 917 | 232543 | 13085 | 3519 | 5410 | 254557 | 2542 | 53.767760 | 254557 | 4734.38 | 101045 | 249991 | 4566 | 254557 | 133130 | 4291 | 430 | 21151 | 4011 | 2699 | 2361 | 3203 | 7836 | 2594 | 1645 | 5061 | 12758 | 35164 | 8051 | 5440 | 1069 | 3663 | 0 | 4 | 1 | 3 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 159002 | 48655 | 29894 | 12274 | 4732 | 2 |
| 36 | Harrow | London Borough | London Borough | 239056 | 118023 | 121033 | 84268 | 100326 | 19811 | 37013 | 20993 | 5012 | 1439 | 239056 | 89181 | 2700 | 60407 | 10538 | 29881 | 2752 | 5945 | 22871 | 14781 | 2638 | 113731 | 86069 | 28329 | 8289 | 84268 | 35196 | 28917 | 15813 | 3892 | 450 | 214436 | 15889 | 3947 | 4784 | 239056 | 4251 | 47.366810 | 239056 | 5046.91 | 84268 | 236970 | 2086 | 239056 | 73826 | 7336 | 181 | 19648 | 2344 | 1053 | 3417 | 2685 | 63051 | 7797 | 1378 | 2629 | 26953 | 8526 | 6812 | 4370 | 3708 | 3342 | 1 | 3 | 2 | 2 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 100991 | 19708 | 101808 | 9499 | 7050 | 2 |
| 56 | Luton | Unitary Authority | Unitary Authority | 203201 | 101954 | 101247 | 74293 | 80830 | 20389 | 32923 | 16499 | 3440 | 1042 | 203201 | 96271 | 652 | 6749 | 326 | 49991 | 2347 | 898 | 33594 | 12373 | 2446 | 94607 | 73300 | 25277 | 7571 | 74293 | 26640 | 26416 | 16185 | 4538 | 514 | 184945 | 10975 | 2836 | 4445 | 203201 | 2232 | 46.870940 | 203201 | 4335.33 | 74293 | 201549 | 1652 | 203201 | 90530 | 6126 | 198 | 14225 | 3831 | 915 | 1805 | 1730 | 10625 | 29353 | 13606 | 1497 | 5871 | 9169 | 8177 | 2563 | 1646 | 1334 | 1 | 3 | 1 | 4 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 111079 | 19909 | 60952 | 8281 | 2980 | 2 |
| 94 | Sutton | London Borough | London Borough | 190146 | 92443 | 97703 | 78174 | 91266 | 18303 | 36110 | 18214 | 4118 | 1429 | 190146 | 111086 | 1368 | 8038 | 486 | 7726 | 325 | 796 | 46817 | 13504 | 1716 | 92668 | 67563 | 22127 | 6072 | 78174 | 35636 | 26211 | 12776 | 3195 | 356 | 171848 | 12436 | 2242 | 3620 | 190146 | 2587 | 43.362630 | 190146 | 4385.02 | 78174 | 188695 | 1451 | 190146 | 134854 | 3219 | 193 | 11183 | 2298 | 838 | 2286 | 1712 | 6454 | 2595 | 1183 | 2240 | 9563 | 5471 | 2742 | 907 | 976 | 1432 | 1 | 3 | 3 | 2 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 149449 | 9120 | 22035 | 7134 | 2408 | 2 |
| 65 | North East Lincolnshire | Unitary Authority | Unitary Authority | 159616 | 78247 | 81369 | 69707 | 70625 | 21481 | 30338 | 14469 | 2638 | 781 | 159616 | 96836 | 347 | 386 | 64 | 1332 | 158 | 533 | 48476 | 11484 | 2153 | 70242 | 55935 | 23779 | 7507 | 69707 | 26569 | 23201 | 15505 | 4132 | 300 | 143623 | 9114 | 2117 | 4762 | 159616 | 1387 | 8.320054 | 159616 | 19184.49 | 69707 | 157786 | 1830 | 159616 | 152240 | 414 | 26 | 2741 | 381 | 161 | 369 | 275 | 513 | 195 | 268 | 605 | 548 | 306 | 71 | 34 | 265 | 204 | 0 | 5 | 0 | 4 | 9 | 2 | 1.758621 | 7.000000 | #2095DF | (7374.999, 186720.25] | 155421 | 411 | 2129 | 1186 | 469 | 2 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 189962 | 19624 | 15243 | 5395 | 1773 | 2 |
| 32 | Halton | Unitary Authority | Unitary Authority | 125746 | 61368 | 64378 | 53312 | 59007 | 14380 | 22923 | 12893 | 2418 | 698 | 125746 | 94314 | 216 | 194 | 44 | 267 | 55 | 303 | 23543 | 6810 | 2133 | 58684 | 39693 | 17504 | 7732 | 53312 | 20060 | 16642 | 12238 | 4105 | 267 | 110728 | 8009 | 2440 | 4569 | 125746 | 1001 | 15.898060 | 125746 | 7909.52 | 53312 | 124874 | 872 | 125746 | 121210 | 654 | 41 | 1136 | 465 | 253 | 330 | 308 | 282 | 44 | 60 | 308 | 249 | 95 | 134 | 31 | 54 | 92 | 0 | 0 | 3 | 6 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 123041 | 260 | 943 | 1356 | 146 | 2 |
| 41 | Hillingdon | London Borough | London Borough | 273936 | 135811 | 138125 | 100214 | 122486 | 22716 | 43942 | 25193 | 6125 | 2238 | 273936 | 134813 | 2386 | 22033 | 1753 | 29065 | 18230 | 1669 | 46492 | 17495 | 2766 | 133627 | 96647 | 31492 | 9404 | 100214 | 40143 | 34824 | 19622 | 5029 | 596 | 248031 | 16563 | 3816 | 5526 | 273936 | 3371 | 23.676670 | 273936 | 11569.87 | 100214 | 267227 | 6709 | 273936 | 142916 | 5949 | 344 | 16822 | 2719 | 1409 | 3602 | 2749 | 36795 | 9200 | 2639 | 2889 | 17730 | 11275 | 4615 | 4192 | 2925 | 5166 | 2 | 6 | 0 | 1 | 9 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 166031 | 20082 | 69253 | 10479 | 8091 | 2 |
| 62 | Milton Keynes | Unitary Authority | Unitary Authority | 248821 | 123116 | 125705 | 98584 | 128029 | 18656 | 42633 | 29364 | 6009 | 1922 | 248821 | 131352 | 1246 | 6918 | 427 | 11913 | 1372 | 1216 | 77939 | 16438 | 2333 | 124826 | 86778 | 26929 | 7955 | 98584 | 46086 | 31678 | 16220 | 4169 | 431 | 227024 | 14018 | 2991 | 4788 | 248821 | 3395 | 8.062236 | 248821 | 30862.53 | 98584 | 246715 | 2106 | 248821 | 183934 | 2498 | 72 | 12590 | 2243 | 1597 | 2228 | 2167 | 8106 | 3851 | 1989 | 2722 | 6114 | 13058 | 2524 | 1549 | 565 | 1014 | 1 | 1 | 1 | 7 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 199094 | 17131 | 22782 | 8235 | 1579 | 2 |
| 74 | Peterborough | Unitary Authority | Unitary Authority | 183631 | 90859 | 92772 | 74023 | 83910 | 18412 | 33372 | 17712 | 3452 | 1075 | 183631 | 104202 | 463 | 2320 | 144 | 17251 | 1184 | 591 | 45183 | 12293 | 2076 | 81275 | 68493 | 24362 | 7425 | 74023 | 29667 | 24589 | 15215 | 4115 | 437 | 165941 | 10732 | 2616 | 4342 | 183631 | 2040 | 5.347777 | 183631 | 34337.82 | 74023 | 181827 | 1804 | 183631 | 130232 | 1257 | 560 | 19495 | 1542 | 827 | 1384 | 1195 | 4636 | 12078 | 229 | 872 | 3677 | 2480 | 1174 | 510 | 428 | 1055 | 2 | 2 | 1 | 5 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 151544 | 4164 | 21492 | 4948 | 1483 | 2 |
| 77 | Portsmouth | Unitary Authority (city) | Unitary Authority (city) | 205056 | 103201 | 101855 | 85473 | 81389 | 28533 | 37396 | 15776 | 2948 | 820 | 205056 | 106999 | 1162 | 1282 | 235 | 7162 | 468 | 1050 | 71826 | 14872 | 2359 | 97795 | 71443 | 25464 | 7995 | 85473 | 35779 | 28114 | 16105 | 4894 | 581 | 187920 | 10794 | 2239 | 4103 | 205056 | 1610 | 50.742120 | 205056 | 4041.14 | 85473 | 200052 | 5004 | 205056 | 172313 | 1071 | 85 | 7713 | 1103 | 935 | 2381 | 1048 | 2911 | 539 | 3649 | 2611 | 2764 | 2958 | 540 | 279 | 1078 | 1078 | 1 | 2 | 1 | 6 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 181182 | 3777 | 12474 | 5467 | 2156 | 2 |
| 80 | Richmond upon Thames | London Borough | London Borough | 186990 | 91149 | 95841 | 79835 | 84918 | 19751 | 40079 | 16289 | 2926 | 790 | 186990 | 103319 | 1577 | 3051 | 1409 | 6128 | 1581 | 890 | 53195 | 15840 | 1406 | 107217 | 57088 | 16662 | 4617 | 79835 | 46005 | 22322 | 8994 | 2237 | 277 | 171188 | 11816 | 1605 | 2381 | 186990 | 3661 | 32.568030 | 186990 | 5741.52 | 79835 | 184098 | 2892 | 186990 | 133582 | 4766 | 95 | 22282 | 1250 | 731 | 2857 | 1942 | 5202 | 1163 | 867 | 1753 | 4622 | 1643 | 840 | 333 | 1172 | 1890 | 1 | 2 | 1 | 6 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 160725 | 2816 | 13607 | 6780 | 3062 | 2 |
| 79 | Redcar and Cleveland | Unitary Authority | Unitary Authority | 135177 | 65655 | 69522 | 59605 | 64747 | 16935 | 25367 | 13646 | 2832 | 825 | 135177 | 95111 | 187 | 64 | 33 | 598 | 43 | 362 | 30054 | 8725 | 2415 | 57285 | 45844 | 21449 | 8184 | 59605 | 22517 | 19351 | 13773 | 3681 | 283 | 119143 | 9004 | 2450 | 4580 | 135177 | 1096 | 5.519792 | 135177 | 24489.51 | 59605 | 133929 | 1248 | 135177 | 131928 | 415 | 85 | 775 | 298 | 107 | 273 | 175 | 91 | 295 | 94 | 155 | 234 | 80 | 34 | 8 | 37 | 93 | 1 | 2 | 2 | 5 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 133203 | 122 | 869 | 853 | 130 | 2 |
| 82 | Shropshire | Administrative County | Administrative County | 306129 | 151606 | 154523 | 129674 | 184779 | 20483 | 54671 | 39927 | 10291 | 4302 | 306129 | 210268 | 792 | 378 | 127 | 989 | 256 | 1113 | 69725 | 22481 | 3457 | 142309 | 106909 | 41475 | 11979 | 129674 | 59558 | 42311 | 22718 | 4713 | 374 | 271869 | 22835 | 4046 | 7379 | 306129 | 4905 | 0.957460 | 306129 | 319730.30 | 129674 | 298183 | 7946 | 306129 | 292047 | 1410 | 312 | 6105 | 765 | 231 | 669 | 503 | 752 | 216 | 208 | 1020 | 893 | 302 | 164 | 114 | 179 | 239 | 2 | 3 | 2 | 4 | 11 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 299874 | 580 | 3089 | 2168 | 418 | 2 |
| 33 | Hammersmith and Fulham | London Borough | London Borough | 182493 | 88914 | 93579 | 80590 | 43843 | 44524 | 29496 | 5661 | 730 | 179 | 182493 | 98808 | 2060 | 2097 | 1161 | 18242 | 442 | 857 | 43487 | 15339 | 2364 | 103036 | 53374 | 17188 | 6531 | 80590 | 33427 | 27335 | 13749 | 5240 | 839 | 170159 | 7936 | 1867 | 2531 | 182493 | 2327 | 111.249100 | 182493 | 1640.40 | 80590 | 180652 | 1841 | 182493 | 81989 | 6321 | 217 | 35695 | 2769 | 1495 | 2649 | 3131 | 3451 | 1612 | 1056 | 3140 | 7376 | 10552 | 7111 | 3842 | 5228 | 4859 | 1 | 2 | 3 | 5 | 11 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 124222 | 21505 | 16635 | 10044 | 10087 | 2 |
| 10 | Bromley | London Borough | London Borough | 309392 | 148588 | 160804 | 130862 | 153908 | 30723 | 59613 | 30909 | 7072 | 2545 | 309392 | 187656 | 1580 | 4987 | 957 | 7841 | 736 | 1138 | 80303 | 24194 | 2818 | 154998 | 105574 | 36098 | 9904 | 130862 | 63450 | 41818 | 20141 | 4931 | 522 | 278380 | 21274 | 3439 | 6299 | 309392 | 4757 | 20.604910 | 309392 | 15015.45 | 130862 | 307023 | 2369 | 309392 | 239478 | 4463 | 580 | 16349 | 3897 | 1335 | 3016 | 2649 | 6215 | 1014 | 1265 | 2768 | 4805 | 9819 | 6609 | 2258 | 870 | 2002 | 1 | 3 | 2 | 5 | 11 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 260870 | 18686 | 16067 | 10897 | 2872 | 2 |
| 16 | Croydon | London Borough | London Borough | 363378 | 176224 | 187154 | 145010 | 140049 | 48523 | 63183 | 25836 | 5571 | 1897 | 363378 | 205022 | 2381 | 21739 | 709 | 29513 | 1450 | 2153 | 72654 | 27757 | 3953 | 174584 | 128634 | 43473 | 12734 | 145010 | 59399 | 50369 | 26731 | 7457 | 1054 | 329695 | 22063 | 4750 | 6870 | 363378 | 4823 | 41.999840 | 363378 | 8651.89 | 145010 | 360230 | 3148 | 363378 | 171740 | 5369 | 234 | 22852 | 9650 | 3279 | 5140 | 5826 | 24660 | 10865 | 2570 | 3925 | 17607 | 28981 | 31320 | 12955 | 1701 | 4704 | 2 | 4 | 1 | 5 | 12 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 200195 | 73256 | 59627 | 23895 | 6405 | 2 |
| 9 | Bristol | Unitary Authority (city) | Unitary Authority (city) | 428234 | 213071 | 215163 | 182747 | 190530 | 52814 | 82483 | 37858 | 7172 | 2420 | 428234 | 200254 | 2549 | 2712 | 777 | 22016 | 2133 | 2793 | 160218 | 34782 | 5425 | 209024 | 143283 | 52446 | 18056 | 182747 | 77443 | 58827 | 34808 | 10430 | 1239 | 388096 | 25709 | 5253 | 9176 | 428234 | 3927 | 39.069740 | 428234 | 10960.76 | 182747 | 418814 | 9420 | 428234 | 333432 | 3851 | 359 | 21950 | 7389 | 1533 | 3402 | 3114 | 6547 | 6863 | 2104 | 3886 | 4255 | 12085 | 6727 | 6922 | 1272 | 2543 | 1 | 4 | 1 | 6 | 12 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 359592 | 25734 | 23655 | 15438 | 3815 | 0 |
| 35 | Haringey | London Borough | London Borough | 254926 | 126224 | 128702 | 101955 | 61515 | 52851 | 38911 | 8507 | 1333 | 353 | 254926 | 114659 | 2829 | 4539 | 7643 | 36130 | 808 | 1303 | 64202 | 22813 | 3780 | 126485 | 85567 | 28444 | 10650 | 101955 | 36356 | 34280 | 21949 | 7968 | 1402 | 236039 | 11812 | 2904 | 4171 | 254926 | 2774 | 86.157120 | 254926 | 2958.85 | 101955 | 253236 | 1690 | 254926 | 88424 | 6997 | 370 | 58552 | 4856 | 2609 | 3738 | 5345 | 5945 | 1920 | 4417 | 3744 | 8124 | 23037 | 18087 | 6706 | 2229 | 9826 | 1 | 6 | 2 | 3 | 12 | 2 | 1.758621 | 7.000000 | #2095DF | (186720.25, 260508.0] | 154343 | 47830 | 24150 | 16548 | 12055 | 2 |
| 102 | Wandsworth | London Borough | London Borough | 306995 | 148646 | 158349 | 130493 | 89513 | 59143 | 56409 | 12634 | 1798 | 509 | 306995 | 162590 | 2574 | 6496 | 1617 | 24746 | 832 | 1283 | 82740 | 24117 | 2814 | 176198 | 91935 | 27299 | 8749 | 130493 | 65759 | 39677 | 18174 | 6064 | 819 | 287010 | 13132 | 2876 | 3977 | 306995 | 4236 | 89.599830 | 306995 | 3426.29 | 130493 | 301648 | 5347 | 306995 | 163739 | 7664 | 163 | 47650 | 4642 | 2034 | 3887 | 4678 | 8642 | 9718 | 1493 | 3715 | 9770 | 14818 | 12297 | 5641 | 2350 | 4094 | 2 | 3 | 2 | 6 | 13 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 219216 | 32756 | 33338 | 15241 | 6444 | 2 |
| 91 | Stoke-on-Trent | Unitary Authority (city) | Unitary Authority (city) | 249008 | 123995 | 125013 | 107575 | 107833 | 33225 | 47582 | 21535 | 4132 | 1101 | 249008 | 151624 | 760 | 1384 | 66 | 14993 | 579 | 923 | 62737 | 15942 | 4652 | 104510 | 86311 | 38179 | 15356 | 107575 | 36409 | 33967 | 27659 | 8902 | 638 | 221623 | 15214 | 4357 | 7814 | 249008 | 1545 | 26.646060 | 249008 | 9345.02 | 107575 | 246075 | 2933 | 249008 | 215222 | 636 | 183 | 4671 | 1892 | 559 | 1347 | 693 | 2329 | 10429 | 1097 | 1224 | 3363 | 2536 | 834 | 371 | 408 | 1214 | 1 | 3 | 1 | 8 | 13 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 220712 | 3741 | 18442 | 4491 | 1622 | 2 |
| 13 | Camden | London Borough | London Borough | 220338 | 107885 | 112453 | 97534 | 46601 | 59595 | 30991 | 5757 | 912 | 279 | 220338 | 74821 | 2789 | 3141 | 9823 | 26643 | 465 | 1267 | 56113 | 45276 | 3175 | 117692 | 67334 | 22963 | 9174 | 97534 | 36975 | 34569 | 17469 | 7085 | 1436 | 203032 | 11551 | 2437 | 3318 | 220338 | 2530 | 101.091000 | 220338 | 2179.60 | 97534 | 212443 | 7895 | 220338 | 96937 | 7053 | 167 | 41898 | 2494 | 1800 | 3880 | 4148 | 6083 | 1489 | 12503 | 6493 | 8878 | 10802 | 3496 | 3762 | 3432 | 5023 | 1 | 1 | 6 | 6 | 14 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 146055 | 18060 | 35446 | 12322 | 8455 | 2 |
| 52 | Leicester | Unitary Authority (city) | Unitary Authority (city) | 329839 | 162884 | 166955 | 123125 | 110395 | 45375 | 51864 | 20787 | 3975 | 1124 | 329839 | 106872 | 1224 | 50087 | 295 | 61440 | 14457 | 1839 | 75280 | 18345 | 4930 | 148108 | 117551 | 44278 | 14972 | 123125 | 40214 | 41982 | 29765 | 9915 | 1249 | 298874 | 17503 | 5533 | 7929 | 329839 | 3332 | 44.989410 | 329839 | 7331.48 | 123125 | 321527 | 8312 | 329839 | 148629 | 2524 | 417 | 15066 | 4691 | 1161 | 3388 | 2340 | 93335 | 8067 | 3642 | 4245 | 13181 | 12480 | 4790 | 3315 | 3311 | 5257 | 1 | 3 | 1 | 9 | 14 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 166636 | 20585 | 122470 | 11580 | 8568 | 2 |
| 53 | Lewisham | London Borough | London Borough | 275885 | 134957 | 140928 | 116091 | 76507 | 55893 | 46991 | 10829 | 1875 | 503 | 275885 | 145588 | 3664 | 6562 | 643 | 17759 | 531 | 1478 | 75155 | 24505 | 3563 | 135428 | 93850 | 32289 | 10755 | 116091 | 44523 | 39640 | 22963 | 7871 | 1094 | 253364 | 13931 | 3502 | 5088 | 275885 | 2897 | 78.498180 | 275885 | 3514.54 | 116091 | 273342 | 2543 | 275885 | 114446 | 5206 | 208 | 27826 | 8539 | 3559 | 3045 | 5329 | 4600 | 1596 | 1388 | 6164 | 11786 | 32025 | 30854 | 12063 | 1456 | 5795 | 0 | 8 | 0 | 6 | 14 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 147686 | 74942 | 25534 | 20472 | 7251 | 2 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 126846 | 6202 | 17932 | 5386 | 1113 | 2 |
| 24 | Ealing | London Borough | London Borough | 338449 | 169175 | 169274 | 124082 | 112845 | 43847 | 54846 | 20017 | 4093 | 1279 | 338449 | 148055 | 4228 | 28915 | 1131 | 53198 | 26778 | 1987 | 50848 | 23309 | 4114 | 166385 | 116712 | 38421 | 12817 | 124082 | 46377 | 42757 | 25522 | 8212 | 1214 | 309676 | 17668 | 5033 | 6072 | 338449 | 4037 | 60.954350 | 338449 | 5552.50 | 124082 | 334725 | 3724 | 338449 | 103035 | 10428 | 300 | 52055 | 3939 | 1989 | 4653 | 4485 | 48240 | 14711 | 1786 | 4132 | 31570 | 17299 | 13192 | 6369 | 9804 | 10462 | 1 | 9 | 2 | 3 | 15 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 165818 | 36860 | 100439 | 15066 | 20266 | 2 |
| 84 | South Gloucestershire | Unitary Authority | Unitary Authority | 262767 | 130424 | 132343 | 107538 | 158289 | 14044 | 45398 | 36103 | 8618 | 3375 | 262767 | 156504 | 708 | 1681 | 145 | 2176 | 623 | 888 | 80607 | 19435 | 2455 | 129141 | 91675 | 30940 | 8556 | 107538 | 54100 | 33900 | 16216 | 3042 | 280 | 235128 | 19279 | 2976 | 5384 | 262767 | 2948 | 5.287641 | 262767 | 49694.56 | 107538 | 258207 | 4560 | 262767 | 241611 | 1223 | 271 | 6469 | 1516 | 396 | 1016 | 739 | 2699 | 698 | 238 | 1312 | 1493 | 987 | 980 | 251 | 366 | 502 | 1 | 4 | 1 | 10 | 16 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 249574 | 2218 | 6440 | 3667 | 868 | 2 |
| 110 | Worcestershire | Administrative County | Administrative County | 566169 | 278791 | 287378 | 239717 | 341207 | 39855 | 96498 | 76841 | 18970 | 7553 | 566169 | 382240 | 1268 | 1145 | 355 | 7466 | 1413 | 2061 | 131861 | 38360 | 6574 | 263127 | 197450 | 76406 | 22612 | 239717 | 109688 | 77262 | 42677 | 9330 | 760 | 502484 | 42522 | 7445 | 13718 | 566169 | 7715 | 3.252878 | 566169 | 174051.70 | 239717 | 556357 | 9812 | 566169 | 522922 | 3480 | 1165 | 14491 | 3150 | 592 | 2053 | 1250 | 3634 | 4984 | 1316 | 1601 | 2206 | 767 | 1275 | 330 | 236 | 717 | 3 | 1 | 1 | 13 | 18 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 542058 | 2372 | 13741 | 7045 | 953 | 0 |
| 26 | East Sussex | Administrative County | Administrative County | 526671 | 253764 | 272907 | 231905 | 292118 | 50674 | 100340 | 60173 | 14750 | 5968 | 526671 | 315659 | 2190 | 1501 | 1074 | 4201 | 178 | 3508 | 155723 | 42637 | 6886 | 230697 | 187695 | 77795 | 23598 | 231905 | 98156 | 78965 | 43629 | 10054 | 1101 | 467262 | 39537 | 6745 | 13127 | 526671 | 7111 | 3.082554 | 526671 | 170855.40 | 231905 | 515598 | 11073 | 526671 | 482769 | 3966 | 815 | 17872 | 1947 | 1023 | 2584 | 1919 | 2253 | 317 | 1042 | 1931 | 3600 | 1800 | 771 | 341 | 638 | 1083 | 1 | 4 | 4 | 9 | 18 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 505422 | 2912 | 9143 | 7473 | 1721 | 0 |
| 49 | Lambeth | London Borough | London Borough | 303086 | 150921 | 152165 | 130017 | 66791 | 75214 | 45077 | 8147 | 1219 | 360 | 303086 | 160944 | 2963 | 3119 | 1134 | 21500 | 440 | 1682 | 84803 | 26501 | 3557 | 160326 | 97286 | 31188 | 10729 | 130017 | 51814 | 44100 | 24158 | 8654 | 1291 | 282609 | 13035 | 3172 | 4270 | 303086 | 3186 | 113.001600 | 303086 | 2682.14 | 130017 | 300101 | 2985 | 303086 | 118250 | 7456 | 195 | 47124 | 8302 | 4301 | 3574 | 6983 | 4983 | 3072 | 2221 | 4573 | 6089 | 35187 | 28886 | 14469 | 1728 | 5693 | 1 | 9 | 3 | 5 | 18 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 173025 | 78542 | 20938 | 23160 | 7421 | 2 |
| 25 | East Riding of Yorkshire | Unitary Authority | Unitary Authority | 334179 | 163388 | 170791 | 143032 | 190419 | 25200 | 62802 | 42328 | 9463 | 3239 | 334179 | 227343 | 702 | 607 | 337 | 1309 | 174 | 863 | 78296 | 24548 | 4133 | 151003 | 116859 | 48307 | 13877 | 143032 | 66055 | 46722 | 25187 | 4665 | 403 | 296811 | 24355 | 4418 | 8595 | 334179 | 4469 | 1.387973 | 334179 | 240767.70 | 143032 | 326951 | 7228 | 334179 | 321309 | 908 | 227 | 5345 | 683 | 367 | 785 | 466 | 1081 | 396 | 69 | 660 | 755 | 355 | 175 | 68 | 289 | 241 | 0 | 5 | 3 | 10 | 18 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 327789 | 598 | 2961 | 2301 | 530 | 2 |
| 29 | Gloucestershire | Administrative County | Administrative County | 596984 | 292586 | 304398 | 254615 | 353020 | 43480 | 106491 | 78426 | 18960 | 7258 | 596984 | 379144 | 1772 | 2222 | 539 | 5741 | 449 | 2940 | 159496 | 44681 | 5780 | 283942 | 210173 | 76317 | 20772 | 254615 | 122736 | 81780 | 40770 | 8529 | 800 | 534340 | 43596 | 6830 | 12218 | 596984 | 9279 | 2.250011 | 596984 | 265324.90 | 254615 | 586018 | 10966 | 596984 | 546599 | 3759 | 731 | 18558 | 3627 | 923 | 2353 | 1758 | 5729 | 942 | 960 | 1911 | 2891 | 2090 | 2313 | 747 | 364 | 729 | 0 | 6 | 3 | 10 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 569647 | 5150 | 12433 | 8661 | 1093 | 0 |
| 51 | Leicestershire | Administrative County | Administrative County | 650489 | 321416 | 329073 | 267434 | 380884 | 40821 | 110471 | 88377 | 20566 | 7199 | 650489 | 392363 | 1546 | 18508 | 528 | 9096 | 7978 | 2381 | 176123 | 41966 | 6053 | 308763 | 230844 | 82862 | 21967 | 267434 | 130582 | 84605 | 43817 | 7884 | 546 | 579761 | 48671 | 8017 | 14040 | 650489 | 9344 | 3.123029 | 650489 | 208287.90 | 267434 | 636274 | 14215 | 650489 | 578432 | 3528 | 411 | 12396 | 3024 | 714 | 3262 | 1551 | 28598 | 2099 | 2313 | 3502 | 4265 | 1990 | 1379 | 418 | 866 | 1741 | 0 | 8 | 3 | 8 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 594767 | 3787 | 40777 | 8551 | 2607 | 0 |
| 22 | Dorset | Administrative County | Administrative County | 412905 | 201271 | 211634 | 180213 | 253649 | 28021 | 78377 | 54354 | 14024 | 5437 | 412905 | 269737 | 1280 | 550 | 519 | 1318 | 88 | 2230 | 104221 | 32962 | 4467 | 184353 | 148166 | 59671 | 16248 | 180213 | 80487 | 62366 | 31001 | 5823 | 536 | 363583 | 33362 | 5456 | 10504 | 412905 | 6281 | 1.624573 | 412905 | 254162.20 | 180213 | 403366 | 9539 | 412905 | 394350 | 1975 | 555 | 7437 | 952 | 431 | 1212 | 805 | 737 | 151 | 525 | 943 | 1477 | 518 | 295 | 111 | 116 | 315 | 0 | 7 | 2 | 10 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 404317 | 924 | 3833 | 3400 | 431 | 0 |
| 71 | Nottinghamshire | Administrative County | Administrative County | 785802 | 386722 | 399080 | 334303 | 419187 | 69687 | 144941 | 93973 | 19461 | 6241 | 785802 | 481994 | 1860 | 3480 | 717 | 6963 | 3132 | 2689 | 230138 | 54829 | 10429 | 352053 | 270336 | 115940 | 37044 | 334303 | 144243 | 106363 | 67077 | 15535 | 1085 | 695104 | 57426 | 11592 | 21680 | 785802 | 8941 | 3.769243 | 785802 | 208477.40 | 334303 | 774338 | 11464 | 785802 | 727938 | 4133 | 456 | 18276 | 5174 | 961 | 2719 | 1862 | 7204 | 3470 | 600 | 2942 | 2923 | 1754 | 2782 | 566 | 815 | 1227 | 1 | 10 | 1 | 7 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 750803 | 5102 | 17139 | 10716 | 2042 | 0 |
| 109 | Wiltshire | Administrative County | Administrative County | 470981 | 231754 | 239227 | 194194 | 280840 | 28660 | 80315 | 63879 | 15513 | 5827 | 470981 | 301651 | 1621 | 1308 | 384 | 2074 | 303 | 2417 | 125045 | 36178 | 4106 | 234318 | 160362 | 57221 | 14974 | 194194 | 96645 | 62496 | 28845 | 5720 | 488 | 423373 | 33064 | 5066 | 9478 | 470981 | 9360 | 1.446795 | 470981 | 325534.10 | 194194 | 457954 | 13027 | 470981 | 439725 | 2381 | 757 | 12108 | 1968 | 656 | 1667 | 1277 | 1547 | 215 | 595 | 1210 | 2611 | 1418 | 1151 | 659 | 288 | 748 | 1 | 6 | 1 | 12 | 20 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 454971 | 3228 | 6178 | 5568 | 1036 | 0 |
| 54 | Lincolnshire | Administrative County | Administrative County | 713653 | 347605 | 366048 | 306971 | 402731 | 55407 | 137635 | 87271 | 19598 | 7060 | 713653 | 489184 | 1345 | 1486 | 439 | 2780 | 453 | 2605 | 164628 | 50733 | 9254 | 307017 | 256638 | 107948 | 32796 | 306971 | 127466 | 103324 | 61903 | 13237 | 1041 | 634391 | 48281 | 10205 | 20776 | 713653 | 9048 | 1.205369 | 713653 | 592061.90 | 306971 | 698748 | 14905 | 713653 | 663741 | 3278 | 617 | 28848 | 2073 | 815 | 1798 | 1504 | 2474 | 584 | 496 | 1737 | 2025 | 1540 | 661 | 360 | 420 | 682 | 2 | 3 | 3 | 13 | 21 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 696484 | 2561 | 7316 | 6190 | 1102 | 0 |
| 23 | Durham | Administrative County | Administrative County | 513242 | 251280 | 261962 | 223803 | 248586 | 60926 | 96086 | 52740 | 10775 | 3276 | 513242 | 369715 | 1001 | 607 | 208 | 1934 | 609 | 1525 | 107281 | 30362 | 9333 | 217373 | 171564 | 82404 | 32568 | 223803 | 87986 | 68885 | 51846 | 14353 | 733 | 453187 | 34336 | 8826 | 16893 | 513242 | 4705 | 2.305604 | 513242 | 222606.30 | 223803 | 500288 | 12954 | 513242 | 495664 | 1229 | 467 | 6409 | 969 | 321 | 1093 | 711 | 1368 | 463 | 241 | 1598 | 1186 | 447 | 158 | 96 | 459 | 363 | 1 | 5 | 1 | 14 | 21 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 503769 | 701 | 4856 | 3094 | 822 | 0 |
| 70 | Northumberland | Administrative County | Administrative County | 316028 | 154124 | 161904 | 138534 | 168974 | 30543 | 60875 | 36916 | 7671 | 2529 | 316028 | 216673 | 578 | 335 | 169 | 1018 | 494 | 980 | 75620 | 20161 | 4359 | 138990 | 108458 | 48580 | 15641 | 138534 | 60451 | 44844 | 26716 | 6150 | 373 | 280331 | 22304 | 4553 | 8840 | 316028 | 3922 | 0.630415 | 316028 | 501301.80 | 138534 | 310591 | 5437 | 316028 | 307097 | 833 | 156 | 2980 | 515 | 230 | 624 | 323 | 939 | 351 | 295 | 452 | 621 | 193 | 114 | 31 | 73 | 201 | 1 | 7 | 3 | 10 | 21 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 311066 | 338 | 2658 | 1692 | 274 | 2 |
| 15 | Cornwall | Administrative County | Administrative County | 534476 | 258907 | 275569 | 231378 | 311157 | 40429 | 103219 | 65012 | 16305 | 6413 | 534476 | 319575 | 1735 | 557 | 393 | 858 | 105 | 3621 | 162062 | 45570 | 7634 | 241894 | 179559 | 79429 | 25960 | 231378 | 92952 | 80131 | 45994 | 11162 | 1139 | 471064 | 39217 | 8304 | 15891 | 534476 | 6185 | 1.500258 | 534476 | 356256.00 | 231378 | 525555 | 8921 | 534476 | 511715 | 2056 | 635 | 10619 | 1251 | 493 | 1562 | 1112 | 837 | 107 | 280 | 1004 | 1208 | 293 | 369 | 102 | 189 | 644 | 2 | 5 | 1 | 13 | 21 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 525025 | 764 | 3436 | 4418 | 833 | 0 |
| 104 | Warwickshire | Administrative County | Administrative County | 545474 | 269076 | 276398 | 231005 | 319093 | 40619 | 94540 | 72338 | 17087 | 6421 | 545474 | 351891 | 1733 | 5699 | 505 | 5820 | 9434 | 2008 | 131408 | 36976 | 5920 | 258530 | 189851 | 70472 | 20701 | 231005 | 109373 | 73346 | 39454 | 8194 | 638 | 486234 | 39871 | 6917 | 12452 | 545474 | 7829 | 2.761779 | 545474 | 197508.20 | 231005 | 537501 | 7973 | 545474 | 482607 | 5216 | 494 | 17371 | 3090 | 698 | 2606 | 1555 | 16435 | 1728 | 284 | 2349 | 4300 | 2173 | 1733 | 537 | 467 | 1831 | 1 | 6 | 2 | 13 | 22 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 505688 | 4443 | 25096 | 7949 | 2298 | 0 |
| 27 | Enfield | London Borough | London Borough | 312466 | 150654 | 161812 | 119916 | 119653 | 38933 | 51872 | 21997 | 5328 | 1786 | 312466 | 167417 | 1824 | 10927 | 4412 | 52141 | 1078 | 1950 | 48522 | 24195 | 4182 | 146351 | 109394 | 39699 | 12840 | 119916 | 43308 | 41080 | 26163 | 8172 | 1193 | 284842 | 17299 | 4131 | 6194 | 312466 | 3835 | 38.657470 | 312466 | 8082.94 | 119916 | 310066 | 2400 | 312466 | 126450 | 6899 | 344 | 56947 | 4852 | 2384 | 4189 | 5758 | 11648 | 2594 | 5599 | 2588 | 12464 | 28222 | 17334 | 8131 | 1930 | 14133 | 2 | 10 | 3 | 8 | 23 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 190640 | 53687 | 34893 | 17183 | 16063 | 2 |
| 68 | North Yorkshire | Administrative County | Administrative County | 598376 | 294110 | 304266 | 256594 | 345907 | 45716 | 110448 | 76275 | 17670 | 6485 | 598376 | 415237 | 1609 | 1181 | 563 | 2146 | 192 | 1889 | 133023 | 42536 | 5953 | 285526 | 206349 | 78814 | 21734 | 256594 | 122837 | 83245 | 41705 | 8153 | 654 | 533597 | 44753 | 7190 | 12836 | 598376 | 9956 | 0.744470 | 598376 | 803761.30 | 256594 | 582624 | 15752 | 598376 | 565055 | 2381 | 588 | 14451 | 1315 | 662 | 1821 | 1245 | 1631 | 894 | 275 | 1733 | 2823 | 1428 | 372 | 624 | 357 | 721 | 0 | 8 | 2 | 14 | 24 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 582475 | 2424 | 7356 | 5043 | 1078 | 0 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 | 2 | 1.758621 | 7.000000 | #2095DF | (7374.999, 186720.25] | 145854 | 1376 | 3808 | 2420 | 364 | 2 |
| 83 | Somerset | Administrative County | Administrative County | 529972 | 258396 | 271576 | 226989 | 318697 | 36092 | 98217 | 68317 | 17352 | 7011 | 529972 | 339211 | 1612 | 506 | 337 | 1470 | 100 | 3361 | 141071 | 42304 | 5718 | 241500 | 187101 | 74426 | 21227 | 226989 | 101303 | 76133 | 40561 | 8233 | 759 | 471590 | 39353 | 6716 | 12313 | 529972 | 8053 | 1.535907 | 529972 | 345054.80 | 226989 | 517124 | 12848 | 529972 | 501558 | 2257 | 733 | 14707 | 1200 | 650 | 1407 | 984 | 1069 | 203 | 442 | 1247 | 1912 | 607 | 291 | 115 | 175 | 415 | 2 | 8 | 2 | 13 | 25 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 519255 | 1013 | 4873 | 4241 | 590 | 0 |
| 11 | Buckinghamshire | Administrative County | Administrative County | 505283 | 248346 | 256937 | 200727 | 314138 | 25261 | 75300 | 73419 | 18882 | 7865 | 505283 | 305804 | 2207 | 6244 | 1511 | 25781 | 4657 | 1803 | 121190 | 36086 | 3902 | 262901 | 170886 | 53987 | 13607 | 200727 | 106894 | 61449 | 26862 | 5007 | 515 | 455769 | 35820 | 5268 | 8426 | 505283 | 10771 | 3.228751 | 505283 | 156494.90 | 200727 | 497299 | 7984 | 505283 | 409793 | 5377 | 614 | 20886 | 4573 | 1098 | 4125 | 2564 | 11368 | 21236 | 1089 | 2554 | 7022 | 4032 | 5175 | 1283 | 853 | 1641 | 1 | 11 | 3 | 10 | 25 | 1 | 2.615385 | 14.230769 | #81DF20 | (260508.0, 516599.25] | 436670 | 10490 | 43269 | 12360 | 2494 | 0 |
| 21 | Devon | Administrative County | Administrative County | 77750 | 38070 | 39680 | 32758 | 48250 | 4696 | 13717 | 10443 | 2686 | 1216 | 77750 | 48273 | 224 | 96 | 46 | 112 | 5 | 366 | 22122 | 6506 | 750 | 36263 | 27554 | 10398 | 2785 | 32758 | 14780 | 11023 | 5642 | 1205 | 108 | 69298 | 5798 | 927 | 1727 | 77750 | 1102 | 0.851649 | 77750 | 91293.48 | 32758 | 76866 | 884 | 77750 | 74554 | 278 | 88 | 1776 | 132 | 69 | 169 | 114 | 116 | 7 | 18 | 167 | 120 | 64 | 17 | 13 | 4 | 44 | 3 | 4 | 3 | 17 | 27 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 76696 | 94 | 428 | 484 | 48 | 2 |
| 89 | Staffordshire | Administrative County | Administrative County | 848489 | 419918 | 428571 | 355263 | 485343 | 63893 | 146504 | 109218 | 26358 | 9290 | 848489 | 578352 | 2017 | 2773 | 299 | 10817 | 3086 | 2783 | 193662 | 54700 | 10849 | 384565 | 298517 | 117417 | 37141 | 355263 | 156703 | 113504 | 68922 | 14985 | 1149 | 749657 | 63791 | 12628 | 22413 | 848489 | 9941 | 3.238162 | 848489 | 262028.00 | 355263 | 832952 | 15537 | 848489 | 793809 | 3853 | 433 | 13520 | 4572 | 675 | 2708 | 1649 | 6452 | 7023 | 651 | 2726 | 3804 | 1735 | 2446 | 629 | 569 | 1235 | 0 | 9 | 3 | 15 | 27 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 811615 | 4810 | 20656 | 9604 | 1804 | 0 |
| 69 | Northamptonshire | Administrative County | Administrative County | 691952 | 341342 | 350610 | 287730 | 386622 | 54332 | 118068 | 87951 | 20204 | 7175 | 691952 | 414265 | 2194 | 8014 | 679 | 12104 | 2765 | 2882 | 202379 | 46670 | 7053 | 324025 | 249082 | 87222 | 24570 | 287730 | 131085 | 93387 | 50366 | 11862 | 1030 | 622454 | 46320 | 8259 | 14919 | 691952 | 9222 | 2.927073 | 691952 | 236397.30 | 287730 | 681850 | 10102 | 691952 | 592755 | 6704 | 527 | 32836 | 6064 | 1925 | 3251 | 2942 | 12264 | 2312 | 4264 | 2846 | 3741 | 9552 | 5254 | 2117 | 845 | 1753 | 1 | 9 | 2 | 17 | 29 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 632822 | 16923 | 25427 | 14182 | 2598 | 0 |
| 17 | Cumbria | Administrative County | Administrative County | 499858 | 246065 | 253793 | 222042 | 273534 | 47578 | 99389 | 57798 | 12825 | 4452 | 499858 | 359235 | 1353 | 559 | 203 | 1336 | 64 | 1364 | 101496 | 34248 | 6481 | 225018 | 172789 | 71966 | 23604 | 222042 | 96017 | 72142 | 41985 | 10994 | 904 | 443363 | 35927 | 7265 | 13303 | 499858 | 6584 | 0.738718 | 499858 | 676655.90 | 222042 | 490939 | 8919 | 499858 | 482124 | 1552 | 315 | 8266 | 751 | 314 | 881 | 558 | 892 | 316 | 486 | 1153 | 1219 | 373 | 141 | 65 | 153 | 299 | 3 | 7 | 4 | 15 | 29 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 492257 | 579 | 4066 | 2504 | 452 | 0 |
| 19 | Derbyshire | Administrative County | Administrative County | 71116 | 35071 | 36045 | 30744 | 45168 | 4557 | 12383 | 10233 | 2506 | 1065 | 71116 | 48869 | 164 | 39 | 56 | 142 | 34 | 241 | 16477 | 5094 | 753 | 33487 | 24683 | 9718 | 2475 | 30744 | 14941 | 9756 | 5074 | 903 | 70 | 62113 | 6568 | 889 | 1546 | 71116 | 1345 | 0.897417 | 71116 | 79245.21 | 30744 | 69562 | 1554 | 71116 | 68835 | 321 | 15 | 946 | 130 | 58 | 173 | 105 | 97 | 84 | 4 | 95 | 118 | 33 | 36 | 18 | 10 | 38 | 0 | 14 | 2 | 14 | 30 | 1 | 2.615385 | 14.230769 | #81DF20 | (7374.999, 186720.25] | 70117 | 87 | 398 | 466 | 48 | 2 |
| 106 | West Sussex | Administrative County | Administrative County | 806892 | 390567 | 416325 | 345614 | 464829 | 61657 | 150046 | 100934 | 23709 | 9268 | 806892 | 498367 | 3057 | 7368 | 1434 | 12668 | 1137 | 4121 | 216844 | 61896 | 8063 | 378965 | 286383 | 104836 | 28645 | 345614 | 160244 | 115557 | 56841 | 11785 | 1187 | 722497 | 58321 | 9282 | 16792 | 806892 | 11487 | 4.053729 | 806892 | 199049.30 | 345614 | 791540 | 15352 | 806892 | 717551 | 5979 | 1073 | 31896 | 2886 | 2061 | 4269 | 2939 | 9659 | 5236 | 2346 | 2960 | 8133 | 4569 | 1339 | 1238 | 1081 | 1677 | 2 | 1 | 5 | 22 | 30 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 756499 | 7146 | 28334 | 12155 | 2758 | 0 |
| 12 | Cambridgeshire | Administrative County | Administrative County | 621210 | 309560 | 311650 | 251241 | 343690 | 43588 | 106212 | 76970 | 17830 | 6641 | 621210 | 361532 | 3264 | 4142 | 1652 | 8990 | 895 | 2636 | 189016 | 49083 | 5453 | 306910 | 215746 | 73386 | 19715 | 251241 | 123285 | 79821 | 39389 | 8067 | 679 | 561034 | 41313 | 6785 | 12078 | 621210 | 9352 | 2.039267 | 621210 | 304624.20 | 251241 | 598066 | 23144 | 621210 | 524617 | 4908 | 1508 | 43954 | 2510 | 1385 | 3895 | 3291 | 7430 | 2373 | 2562 | 6723 | 6550 | 3426 | 1647 | 937 | 1370 | 2124 | 6 | 3 | 5 | 19 | 33 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 574987 | 6010 | 25638 | 11081 | 3494 | 0 |
| 73 | Oxfordshire | Administrative County | Administrative County | 653798 | 322971 | 330827 | 258855 | 357634 | 45340 | 107358 | 79519 | 19148 | 7490 | 653798 | 393906 | 3257 | 3878 | 1893 | 15734 | 1192 | 2716 | 182344 | 48878 | 5107 | 342600 | 218698 | 69321 | 18072 | 258855 | 134689 | 80088 | 35844 | 7483 | 751 | 592667 | 43767 | 6403 | 10961 | 653798 | 12177 | 2.509863 | 653798 | 260491.50 | 258855 | 624099 | 29699 | 653798 | 546801 | 6291 | 623 | 40289 | 3759 | 1557 | 4521 | 3396 | 8140 | 7846 | 2491 | 5618 | 7562 | 7039 | 3070 | 1315 | 1358 | 2122 | 1 | 8 | 4 | 21 | 34 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 594004 | 11424 | 31657 | 13233 | 3480 | 0 |
| 64 | Norfolk | Administrative County | Administrative County | 857888 | 420160 | 437728 | 372085 | 484255 | 70096 | 166827 | 102064 | 23973 | 9125 | 857888 | 523163 | 2901 | 2295 | 983 | 5021 | 461 | 3933 | 254240 | 64891 | 10706 | 366280 | 314157 | 129218 | 37527 | 372085 | 153938 | 126531 | 74131 | 16122 | 1363 | 763197 | 59858 | 11626 | 23207 | 857888 | 9721 | 1.597390 | 857888 | 537056.10 | 372085 | 841042 | 16846 | 857888 | 793086 | 3677 | 922 | 30333 | 2493 | 1905 | 2979 | 2650 | 4043 | 700 | 933 | 3208 | 4133 | 3096 | 905 | 608 | 963 | 1254 | 7 | 4 | 7 | 19 | 37 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 828018 | 4609 | 13017 | 10027 | 2217 | 0 |
| 93 | Surrey | Administrative County | Administrative County | 1132390 | 554665 | 577725 | 455791 | 687072 | 59865 | 184249 | 155920 | 39607 | 16150 | 1132390 | 711110 | 6019 | 15018 | 3055 | 24378 | 3783 | 4137 | 280814 | 84076 | 8529 | 593689 | 380019 | 119554 | 30599 | 455791 | 243546 | 140441 | 59140 | 11503 | 1161 | 1023957 | 78920 | 11039 | 18474 | 1132390 | 21694 | 6.811376 | 1132390 | 166249.80 | 455791 | 1105800 | 26590 | 1132390 | 945673 | 13012 | 2261 | 62736 | 4920 | 2736 | 9657 | 6241 | 20232 | 10818 | 3400 | 9461 | 19587 | 7828 | 3303 | 1299 | 4101 | 5125 | 2 | 13 | 5 | 18 | 38 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1023682 | 12430 | 63498 | 23554 | 9226 | 1 |
| 92 | Suffolk | Administrative County | Administrative County | 728163 | 359787 | 368376 | 310745 | 416500 | 55661 | 135039 | 90758 | 21254 | 8033 | 728163 | 443632 | 2094 | 2274 | 677 | 5818 | 626 | 2934 | 215921 | 54187 | 7547 | 334121 | 260145 | 99088 | 27262 | 310745 | 136271 | 104965 | 56586 | 11900 | 1023 | 650418 | 51507 | 9044 | 17194 | 728163 | 9780 | 1.916126 | 728163 | 380018.40 | 310745 | 714113 | 14050 | 728163 | 661458 | 3744 | 604 | 27389 | 4733 | 1785 | 2787 | 3167 | 3999 | 697 | 2253 | 2159 | 4023 | 2624 | 2509 | 1721 | 320 | 2191 | 7 | 12 | 2 | 18 | 39 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 693195 | 6854 | 13131 | 12472 | 2511 | 0 |
| 14 | Cheshire | Administrative County | Administrative County | 370127 | 181409 | 188718 | 159441 | 224179 | 25709 | 65543 | 52217 | 11763 | 4209 | 370127 | 254940 | 882 | 1328 | 581 | 2438 | 279 | 1065 | 83973 | 24641 | 3914 | 181595 | 123065 | 47306 | 14247 | 159441 | 79623 | 48842 | 25289 | 5287 | 400 | 330124 | 27525 | 4454 | 8024 | 370127 | 6056 | 3.173307 | 370127 | 116637.60 | 159441 | 365065 | 5062 | 370127 | 346264 | 2241 | 313 | 9122 | 1341 | 461 | 1293 | 778 | 2147 | 856 | 504 | 1125 | 1428 | 664 | 511 | 227 | 338 | 514 | 1 | 14 | 4 | 20 | 39 | 1 | 2.615385 | 14.230769 | #81DF20 | (260508.0, 516599.25] | 357940 | 1402 | 6060 | 3873 | 852 | 2 |
| 34 | Hampshire | Administrative County | Administrative County | 1317788 | 644938 | 672850 | 545254 | 796638 | 80005 | 220861 | 182611 | 44568 | 17209 | 1317788 | 822179 | 7246 | 8928 | 1286 | 7999 | 2389 | 5694 | 367060 | 95007 | 11651 | 646983 | 460937 | 156806 | 41411 | 545254 | 274142 | 173320 | 80170 | 16139 | 1483 | 1184850 | 92224 | 14286 | 26428 | 1317788 | 20446 | 3.581969 | 1317788 | 367894.90 | 545254 | 1296211 | 21577 | 1317788 | 1209405 | 7361 | 2069 | 33288 | 4800 | 2340 | 6880 | 4031 | 10731 | 1803 | 2143 | 5605 | 15074 | 5090 | 2180 | 1028 | 1262 | 2698 | 2 | 8 | 4 | 28 | 42 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 1252123 | 8298 | 35356 | 18051 | 3960 | 1 |
| 59 | Merseyside | Metropolitan County | Metropolitan County | 1381189 | 671034 | 710155 | 602087 | 569170 | 211215 | 247753 | 116033 | 21323 | 5763 | 1381189 | 1022711 | 3908 | 4386 | 3014 | 19247 | 955 | 3090 | 238198 | 85680 | 26021 | 635847 | 432820 | 199347 | 87154 | 602087 | 218490 | 189669 | 141216 | 48380 | 4332 | 1215284 | 92343 | 26529 | 47033 | 1381189 | 12265 | 21.417740 | 1381189 | 64488.08 | 602087 | 1355114 | 26075 | 1381189 | 1268277 | 13342 | 457 | 23227 | 6395 | 4894 | 4638 | 5027 | 7896 | 2566 | 2366 | 11554 | 6023 | 9792 | 2066 | 2694 | 6379 | 3596 | 1 | 16 | 8 | 18 | 43 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1305303 | 14552 | 30405 | 20954 | 9975 | 1 |
| 40 | Hertfordshire | Administrative County | Administrative County | 1116062 | 547110 | 568952 | 453817 | 626113 | 76823 | 191349 | 140172 | 32826 | 12647 | 1116062 | 650129 | 5502 | 21508 | 21345 | 30730 | 5048 | 5072 | 296046 | 80682 | 9487 | 568026 | 378624 | 125609 | 34316 | 453817 | 223886 | 143859 | 69844 | 14694 | 1534 | 1007447 | 75691 | 12256 | 20668 | 1116062 | 18561 | 6.792558 | 1116062 | 164306.60 | 453817 | 1101351 | 14711 | 1116062 | 902006 | 17260 | 1149 | 57080 | 8899 | 3250 | 8703 | 6645 | 28848 | 12302 | 5608 | 8462 | 17361 | 19722 | 8713 | 2966 | 2359 | 4729 | 8 | 6 | 8 | 23 | 45 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 977495 | 31401 | 72581 | 27497 | 7088 | 1 |
| 28 | Essex | Administrative County | Administrative County | 1393587 | 680161 | 713426 | 581589 | 795400 | 104522 | 244783 | 171954 | 42913 | 17417 | 1393587 | 860906 | 4693 | 8295 | 6662 | 13526 | 2197 | 5165 | 392047 | 100096 | 15174 | 656820 | 486952 | 182561 | 52080 | 581589 | 255205 | 193345 | 107615 | 23257 | 2167 | 1247376 | 96679 | 17592 | 31940 | 1393587 | 17298 | 4.022605 | 1393587 | 346438.90 | 581589 | 1375440 | 18147 | 1393587 | 1264877 | 11165 | 2161 | 35653 | 6936 | 2801 | 6173 | 4975 | 12456 | 3462 | 2747 | 6361 | 9834 | 12143 | 4556 | 2010 | 2042 | 3235 | 11 | 7 | 4 | 27 | 49 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 1313856 | 18709 | 34860 | 20885 | 5277 | 1 |
| 100 | Tyne and Wear | Metropolitan County | Metropolitan County | 1104825 | 540596 | 564229 | 484527 | 436319 | 178193 | 201234 | 86052 | 15094 | 3954 | 1104825 | 718130 | 3333 | 5015 | 3900 | 27654 | 3171 | 2685 | 275116 | 65821 | 19440 | 489994 | 363276 | 166983 | 65132 | 484527 | 189036 | 152664 | 107866 | 32597 | 2364 | 985316 | 68797 | 17733 | 32979 | 1104825 | 7866 | 20.457760 | 1104825 | 54005.18 | 484527 | 1086693 | 18132 | 1104825 | 1010841 | 3927 | 358 | 17555 | 2553 | 1972 | 3782 | 2448 | 9462 | 8403 | 9229 | 9731 | 8482 | 7521 | 570 | 577 | 3926 | 3488 | 2 | 20 | 8 | 19 | 49 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1032681 | 8668 | 45307 | 10755 | 7414 | 1 |
| 85 | South Yorkshire | Metropolitan County | Metropolitan County | 1343601 | 661772 | 681829 | 565442 | 597538 | 166934 | 241096 | 125950 | 24370 | 7092 | 1343601 | 818974 | 3710 | 5112 | 938 | 58350 | 2572 | 4111 | 359491 | 90343 | 21183 | 597414 | 452212 | 198715 | 74077 | 565442 | 215540 | 181274 | 129512 | 36324 | 2792 | 1194696 | 86920 | 21570 | 40415 | 1343601 | 11640 | 8.659841 | 1343601 | 155153.10 | 565442 | 1321137 | 22464 | 1343601 | 1183179 | 5417 | 1234 | 27823 | 8294 | 2215 | 5666 | 4616 | 9136 | 32538 | 3612 | 9551 | 9374 | 15519 | 6716 | 3517 | 9412 | 5782 | 1 | 13 | 8 | 29 | 51 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1217653 | 25752 | 64211 | 20791 | 15194 | 1 |
| 46 | Kent | Administrative County | Administrative County | 1463740 | 715613 | 748127 | 605638 | 790956 | 121094 | 258442 | 169541 | 40616 | 15945 | 1463740 | 915200 | 6802 | 10943 | 1777 | 13932 | 10545 | 6145 | 391591 | 106805 | 16669 | 683205 | 510399 | 194931 | 58536 | 605638 | 264980 | 200070 | 111252 | 26476 | 2860 | 1311963 | 97464 | 18432 | 35881 | 1463740 | 19074 | 4.130744 | 1463740 | 354352.60 | 605638 | 1435745 | 27995 | 1463740 | 1303558 | 10239 | 4685 | 52620 | 6266 | 2997 | 7520 | 5324 | 18136 | 2406 | 3381 | 5978 | 17713 | 11523 | 3293 | 1400 | 1535 | 5166 | 3 | 12 | 7 | 32 | 54 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1371102 | 16216 | 47614 | 22107 | 6701 | 1 |
| 50 | Lancashire | Administrative County | Administrative County | 1171339 | 575146 | 596193 | 496299 | 599618 | 113467 | 215777 | 130414 | 27546 | 9095 | 1171339 | 805510 | 2792 | 5632 | 859 | 55722 | 1404 | 3682 | 224446 | 71292 | 16110 | 538205 | 394234 | 165605 | 57185 | 496299 | 213445 | 157329 | 96828 | 26275 | 2422 | 1038126 | 83377 | 17672 | 32164 | 1171339 | 14049 | 4.034645 | 1171339 | 290320.20 | 496299 | 1143277 | 28062 | 1171339 | 1050340 | 7125 | 821 | 22401 | 4573 | 1279 | 4571 | 2301 | 19212 | 36103 | 5811 | 4811 | 5117 | 1891 | 1789 | 418 | 1387 | 1389 | 4 | 12 | 11 | 28 | 55 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1080687 | 4098 | 71054 | 12724 | 2776 | 1 |
| 107 | West Yorkshire | Metropolitan County | Metropolitan County | 2226058 | 1093264 | 1132794 | 922452 | 976961 | 271399 | 392213 | 208849 | 38218 | 11773 | 2226058 | 1216266 | 5783 | 14921 | 7605 | 252370 | 18123 | 7163 | 557775 | 146052 | 29254 | 1021531 | 768712 | 303823 | 102738 | 922452 | 369515 | 298250 | 190547 | 57998 | 6142 | 2001779 | 140121 | 31342 | 52816 | 2226058 | 21621 | 10.969730 | 2226058 | 202927.30 | 922452 | 2188168 | 37890 | 2226058 | 1746295 | 14910 | 1660 | 56953 | 20827 | 4624 | 15098 | 7577 | 53152 | 189708 | 15632 | 10783 | 22272 | 24685 | 15581 | 6210 | 9212 | 10879 | 6 | 16 | 11 | 40 | 73 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1819818 | 46476 | 291547 | 48126 | 20091 | 1 |
| 57 | Manchester | Metropolitan Borough (city) | Metropolitan Borough (city) | 503127 | 252623 | 250504 | 204969 | 150722 | 91248 | 83276 | 25598 | 3779 | 1068 | 503127 | 245247 | 3879 | 5452 | 2613 | 79496 | 2292 | 1889 | 127485 | 34774 | 8676 | 245334 | 159452 | 62651 | 27014 | 204969 | 70540 | 68763 | 45745 | 18104 | 1817 | 460487 | 23109 | 7568 | 11963 | 503127 | 3736 | 43.506200 | 503127 | 11564.49 | 204969 | 481030 | 22097 | 503127 | 298237 | 11843 | 509 | 24520 | 8877 | 4397 | 4791 | 5096 | 11417 | 42904 | 6437 | 13539 | 11689 | 25718 | 9642 | 8124 | 9503 | 5884 | 1 | 13 | 16 | 53 | 83 | 1 | 2.615385 | 14.230769 | #81DF20 | (260508.0, 516599.25] | 335109 | 43484 | 85986 | 23161 | 15387 | 0 |
| 105 | West Midlands | Metropolitan County | Metropolitan County | 2736460 | 1346950 | 1389510 | 1086748 | 1123244 | 341972 | 451747 | 228970 | 48790 | 15269 | 2736460 | 1471780 | 9119 | 59768 | 3060 | 332684 | 116715 | 15181 | 554152 | 174001 | 43274 | 1212508 | 946206 | 394508 | 139964 | 1086748 | 382438 | 356868 | 261039 | 78436 | 7967 | 2443594 | 170134 | 45516 | 77216 | 2736460 | 24671 | 30.349860 | 2736460 | 90163.85 | 1086748 | 2693432 | 43028 | 2736460 | 1806708 | 39183 | 1618 | 71629 | 53234 | 6053 | 21964 | 14953 | 185271 | 200545 | 48727 | 21430 | 59008 | 55557 | 79632 | 28880 | 16029 | 26039 | 5 | 19 | 15 | 57 | 96 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1919138 | 164069 | 514981 | 96204 | 42068 | 1 |
rep['Sum of all Vaccination centers']
0 4 1 7 2 15 3 25 4 9 5 6 6 8 7 7 8 5 9 12 10 11 11 25 12 33 13 14 14 39 15 21 16 12 17 29 18 5 19 30 20 6 21 27 22 19 23 21 24 15 25 18 26 18 27 23 28 49 29 19 30 8 31 7 32 9 33 11 34 42 35 12 36 8 37 5 38 5 39 7 40 45 41 9 42 8 43 5 44 4 45 6 46 54 47 5 48 6 49 18 50 55 51 19 52 14 53 14 54 21 55 0 56 9 57 83 58 7 59 43 60 4 61 1 62 10 63 7 64 37 65 9 66 8 67 7 68 24 69 29 70 21 71 19 72 7 73 34 74 10 75 6 76 3 77 10 78 8 79 10 80 10 81 1 82 11 83 25 84 16 85 51 86 8 87 6 88 7 89 27 90 5 91 13 92 39 93 38 94 9 95 5 96 7 97 4 98 3 99 6 100 49 101 7 102 13 103 6 104 22 105 96 106 30 107 73 108 8 109 20 110 18 111 7 Name: Sum of all Vaccination centers, dtype: int64
0 4 1 7 2 15 3 25 4 9 5 6 6 8 7 7 8 5 9 12 10 11 11 25 12 33 13 14 14 39 15 21 16 12 17 29 18 5 19 30 20 6 21 27 22 19 23 21 24 15 25 18 26 18 27 23 28 49 29 19 30 8 31 7 32 9 33 11 34 42 35 12 36 8 37 5 38 5 39 7 40 45 41 9 42 8 43 5 44 4 45 6 46 54 47 5 48 6 49 18 50 55 51 19 52 14 53 14 54 21 55 0 56 9 57 83 58 7 59 43 60 4 61 1 62 10 63 7 64 37 65 9 66 8 67 7 68 24 69 29 70 21 71 19 72 7 73 34 74 10 75 6 76 3 77 10 78 8 79 10 80 10 81 1 82 11 83 25 84 16 85 51 86 8 87 6 88 7 89 27 90 5 91 13 92 39 93 38 94 9 95 5 96 7 97 4 98 3 99 6 100 49 101 7 102 13 103 6 104 22 105 96 106 30 107 73 108 8 109 20 110 18 111 7 Name: Sum of all Vaccination centers, dtype: int64
rep['Sum of all Vaccination centers'].unique()
array([ 4, 7, 15, 25, 9, 6, 8, 5, 12, 11, 33, 14, 39, 21, 29, 30, 27,
19, 18, 23, 49, 42, 45, 54, 55, 0, 83, 43, 1, 10, 37, 24, 34, 3,
16, 51, 13, 38, 22, 96, 73, 20])
from collections import Counter
import matplotlib.pyplot as plt
print(Counter(rep['Sum of all Vaccination centers']))
plt.hist(rep["Sum of all Vaccination centers"])
#plt.savefig('FeatureReduction1.png')
Counter({7: 12, 6: 8, 8: 8, 5: 8, 9: 6, 10: 5, 4: 4, 21: 4, 19: 4, 18: 4, 25: 3, 12: 3, 11: 3, 14: 3, 15: 2, 39: 2, 29: 2, 30: 2, 27: 2, 49: 2, 1: 2, 3: 2, 13: 2, 33: 1, 23: 1, 42: 1, 45: 1, 54: 1, 55: 1, 0: 1, 83: 1, 43: 1, 37: 1, 24: 1, 34: 1, 16: 1, 51: 1, 38: 1, 22: 1, 96: 1, 73: 1, 20: 1})
(array([51., 27., 13., 8., 5., 5., 0., 1., 1., 1.]), array([ 0. , 9.6, 19.2, 28.8, 38.4, 48. , 57.6, 67.2, 76.8, 86.4, 96. ]), <a list of 10 Patch objects>)
f, axes = plt.subplots(1, 2)
sns.set(rc={'figure.figsize':(80,90)})
sns.barplot( y="Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle", x= "Sum of all Vaccination centers", data=rep, orient='v' , ax=axes[0])
sns.barplot( y="Combined_England_dataset_Engineered_General health : Good health - Unit : Persons", x= "Sum of all Vaccination centers", data=rep, orient='v' , ax=axes[1])
<matplotlib.axes._subplots.AxesSubplot at 0x7f804d46e100>
f, axes = plt.subplots(1, 2)
sns.set(rc={'figure.figsize':(20,90)})
sns.barplot( y="Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons", x= "Sum of all Vaccination centers", data=rep, orient='v' , ax=axes[0])
sns.barplot( y="Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions", x= "Sum of all Vaccination centers", data=rep, orient='v' , ax=axes[1])
<matplotlib.axes._subplots.AxesSubplot at 0x7f804388d190>
sns.set(rc={'figure.figsize':(20,20)})
sns.barplot(y="Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions", x= "Sum of all Vaccination centers", data=rep, orient='v')
<matplotlib.axes._subplots.AxesSubplot at 0x7f802e29d9d0>
sns.set(rc={'figure.figsize':(20,20)})
sns.barplot( y="Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons", x= "Sum of all Vaccination centers", data=rep, orient='v')
<matplotlib.axes._subplots.AxesSubplot at 0x7f804d40ad00>
import pandas as pd
bins=[0,4.5,10.5,15.5,20.5,30.5,96]
labels=[0,1,2,3,4,5] # labelling the quality of very low,low,fair,average,high,very high
rep['Sum of all Vaccination centers'] = pd.cut(rep['Sum of all Vaccination centers'], bins=bins, labels=labels)
plt.hist(rep['Sum of all Vaccination centers'])
(array([ 8., 0., 47., 0., 13., 0., 10., 0., 16., 17.]), array([0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5, 5. ]), <a list of 10 Patch objects>)
rep=rep.fillna(0)
from collections import Counter
import matplotlib.pyplot as pyplot
print(Counter(rep['Sum of all Vaccination centers']))
plt.hist(rep['Sum of all Vaccination centers'])
pyplot.xlabel('Density of Vaccination centres: 0=Very Low, 1=Low, 2=Fair , 3=Average , 4=High , 5=Very High')
pyplot.ylabel('Counts')
Counter({1: 47, 5: 17, 4: 16, 2: 13, 3: 10, 0: 9})
Text(0, 0.5, 'Counts')
rep.var()
Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons 1.811236e+11
Combined_England_dataset_Engineered_Sex : Males - Unit : Persons 4.353269e+10
Combined_England_dataset_Engineered_Sex : Females - Unit : Persons 4.707367e+10
Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle 3.095854e+10
Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) 4.621264e+10
...
Vaccination_Centers_count 3.185248e+00
Phamacy_Vaccination_Centers_count 1.929207e+01
Hospital_hubs_Vacc_Centers_count 7.943935e+00
GP_Vacc_Center_count 1.015775e+02
Sum of all Vaccination centers 2.729730e+00
Length: 67, dtype: float64
rep.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons | Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons | Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 0 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 1 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 2 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 4 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 1 |
rep.rename(columns = {'Combined_England_dataset_Engineered_Sex : Females - Unit : Persons':'Female Population', 'Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle':'Population which have access to a vehicle', 'Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons':'Population: No religion', 'Combined_England_dataset_Engineered_General health : Very bad health - Unit : Persons':'Population with Very Bad Health', 'Combined_England_dataset_Engineered_Number of households which are not deprived in any of the scrutinised dimensions':'Population which are not deprived','Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 1 to 19 hours unpaid care a week - Unit : Persons':'Unpaid Part-time Carers <20hrs'}, inplace = True)
print(rep.columns)
Index(['NAME_2', 'TYPE_2', 'ENGTYPE_2',
'Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons',
'Combined_England_dataset_Engineered_Sex : Males - Unit : Persons',
'Female Population', 'Population which have access to a vehicle',
'Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)',
'Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles',
'Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle',
'Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles',
'Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles',
'Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles',
'Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons',
'Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons',
'Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons',
'Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons',
'Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons',
'Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons',
'Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons',
'Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons',
'Population: No religion',
'Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons',
'Population with Very Bad Health',
'Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons',
'Combined_England_dataset_Engineered_General health : Good health - Unit : Persons',
'Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons',
'Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons',
'Combined_England_dataset_Engineered_Total households examined using deprivation indexes',
'Population which are not deprived',
'Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions',
'Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions',
'Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions',
'Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions',
'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons',
'Unpaid Part-time Carers <20hrs',
'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons',
'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons',
'Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons',
'Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons',
'Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons',
'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons',
'Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares',
'Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households',
'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons',
'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons',
'Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons',
'Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons',
'Combined_England_dataset_Engineered_White\ Irish - Unit : Persons',
'Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons',
'Combined_England_dataset_Engineered_White\ Other White - Unit : Persons',
'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons',
'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons',
'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons',
'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons',
'Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons',
'Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons',
'Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons',
'Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons',
'Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons',
'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons',
'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons',
'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons',
'Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group',
'Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons',
'Vaccination_Centers_count', 'Phamacy_Vaccination_Centers_count',
'Hospital_hubs_Vacc_Centers_count', 'GP_Vacc_Center_count',
'Sum of all Vaccination centers'],
dtype='object')
sns.set()
figsize = (50,35)
sns.pairplot(rep[['Female Population', 'Population which have access to a vehicle', 'Population: No religion', 'Population with Very Bad Health', 'Population which are not deprived','Unpaid Part-time Carers <20hrs','Sum of all Vaccination centers']],
hue="Sum of all Vaccination centers", diag_kind="kde")
<seaborn.axisgrid.PairGrid at 0x7f8025624fa0>
#delete columns
rep1 = rep.drop(['Vaccination_Centers_count', 'Phamacy_Vaccination_Centers_count','Hospital_hubs_Vacc_Centers_count','GP_Vacc_Center_count'], axis=1)
print('\n\nDataFrame after deleting column\n--------------')
print(rep1)
DataFrame after deleting column
--------------
NAME_2 TYPE_2 \
0 Barking and Dagenham London Borough
1 Bath and North East Somerset Unitary Authority
2 Bedfordshire Administrative County
3 Berkshire County
4 Bexley London Borough
.. ... ...
107 West Yorkshire Metropolitan County
108 Westminster London Borough (city)
109 Wiltshire Administrative County
110 Worcestershire Administrative County
111 York Unitary Authority (city)
ENGTYPE_2 \
0 London Borough
1 Unitary Authority
2 Administrative County
3 County
4 London Borough
.. ...
107 Metropolitan County
108 London Borough (city)
109 Administrative County
110 Administrative County
111 Unitary Authority (city)
Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons \
0 185911
1 176016
2 157479
3 153822
4 231997
.. ...
107 2226058
108 226771
109 470981
110 566169
111 198051
Combined_England_dataset_Engineered_Sex : Males - Unit : Persons \
0 90237
1 86072
2 77312
3 76321
4 111676
.. ...
107 1093264
108 115639
109 231754
110 278791
111 96254
Female Population Population which have access to a vehicle \
0 95674 69681
1 89944 73515
2 80167 63812
3 77501 62340
4 120321 92604
.. ... ...
107 1132794 922452
108 111132 110157
109 239227 194194
110 287378 239717
111 101797 83552
Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) \
0 56966
1 92628
2 83041
3 96617
4 108507
.. ...
107 976961
108 50502
109 280840
110 341207
111 90126
Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles \
0 27618
1 16158
2 13137
3 7759
4 21918
.. ...
107 271399
108 69574
109 28660
110 39855
111 21808
Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle \
0 30183
1 31073
2 26678
3 24042
4 42054
.. ...
107 392213
108 32969
109 80315
110 96498
111 38999
Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles \
0 9557
1 19957
2 18037
3 22437
4 21708
.. ...
107 208849
108 6103
109 63879
110 76841
111 18535
Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles \
0 1859
1 4511
2 4323
3 5858
4 5204
.. ...
107 38218
108 1051
109 15513
110 18970
111 3210
Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles \
0 464
1 1816
2 1637
3 2244
4 1720
.. ...
107 11773
108 460
109 5827
110 7553
111 1000
Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons \
0 185911
1 176016
2 157479
3 153822
4 231997
.. ...
107 2226058
108 226771
109 470981
110 566169
111 198051
Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons \
0 104101
1 99468
2 93346
3 97896
4 144093
.. ...
107 1216266
108 101221
109 301651
110 382240
111 117856
Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons \
0 842
1 941
2 509
3 495
4 1377
.. ...
107 5783
108 3286
109 1621
110 1268
111 1016
Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons \
0 4464
1 535
2 2420
3 1106
4 3547
.. ...
107 14921
108 4323
109 1308
110 1145
111 983
Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons \
0 425
1 254
2 171
3 212
4 234
.. ...
107 7605
108 7403
109 384
110 355
111 202
Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons \
0 25520
1 1179
2 8610
3 1218
4 5645
.. ...
107 252370
108 40482
109 2074
110 7466
111 2072
Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons \
0 2952
1 140
2 3336
3 236
4 4156
.. ...
107 18123
108 514
109 303
110 1413
111 133
Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons \
0 533
1 935
2 1506
3 607
4 724
.. ...
107 7163
108 1308
109 2417
110 2061
111 747
Population: No religion \
0 35106
1 57626
2 37229
3 41042
4 55995
.. ...
107 557775
108 47064
109 125045
110 131861
111 59646
Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons \
0 11968
1 14938
2 10352
3 11010
4 16226
.. ...
107 146052
108 21170
109 36178
110 38360
111 15396
Population with Very Bad Health \
0 2644
1 1598
2 1548
3 1047
4 2525
.. ...
107 29254
108 3547
109 4106
110 6574
111 1819
Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons \
0 87819
1 88882
2 73860
3 79432
4 111323
.. ...
107 1021531
108 122920
109 234318
110 263127
111 98402
Combined_England_dataset_Engineered_General health : Good health - Unit : Persons \
0 62720
1 58849
2 56663
3 53069
4 80446
.. ...
107 768712
108 68181
109 160362
110 197450
111 67709
Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons \
0 24042
1 20856
2 19812
3 16456
4 29015
.. ...
107 303823
108 22670
109 57221
110 76406
111 23752
Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons \
0 8686
1 5831
2 5596
3 3818
4 8688
.. ...
107 102738
108 9453
109 14974
110 22612
111 6369
Combined_England_dataset_Engineered_Total households examined using deprivation indexes \
0 69681
1 73515
2 63812
3 62340
4 92604
.. ...
107 922452
108 110157
109 194194
110 239717
111 83552
Population which are not deprived \
0 19618
1 36446
2 29041
3 33452
4 38457
.. ...
107 369515
108 43480
109 96645
110 109688
111 41409
Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions \
0 24953
1 23106
2 20595
3 18842
4 31937
.. ...
107 298250
108 38278
109 62496
110 77262
111 26882
Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions \
0 18382
1 11348
2 11212
3 8218
4 17839
.. ...
107 190547
108 18840
109 28845
110 42677
111 12526
Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions \
0 6027
1 2351
2 2671
3 1667
4 4048
.. ...
107 57998
108 7912
109 5720
110 9330
111 2524
Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions \
0 701
1 264
2 293
3 161
4 323
.. ...
107 6142
108 1647
109 488
110 760
111 211
Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons \
0 169710
1 158431
2 141395
3 139534
4 208475
.. ...
107 2001779
108 210317
109 423373
110 502484
111 179827
Unpaid Part-time Carers <20hrs \
0 8637
1 12396
2 10838
3 10313
4 14752
.. ...
107 140121
108 10371
109 33064
110 42522
111 12701
Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons \
0 2941
1 1989
2 2055
3 1466
4 3051
.. ...
107 31342
108 2587
109 5066
110 7445
111 1934
Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons \
0 4623
1 3200
2 3191
3 2509
4 5719
.. ...
107 52816
108 3496
109 9478
110 13718
111 3589
Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons \
0 185911
1 176016
2 157479
3 153822
4 231997
.. ...
107 2226058
108 226771
109 470981
110 566169
111 198051
Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons \
0 1654
1 2937
2 2392
3 3036
4 2577
.. ...
107 21621
108 3249
109 9360
110 7715
111 2638
Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons \
0 51.512590
1 5.090981
2 3.305521
3 2.184450
4 38.308940
.. ...
107 10.969730
108 93.015176
109 1.446795
110 3.252878
111 7.282992
Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons \
0 185911
1 176016
2 157479
3 153822
4 231997
.. ...
107 2226058
108 226771
109 470981
110 566169
111 198051
Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares \
0 3609.04
1 34574.08
2 47641.20
3 70416.82
4 6055.95
.. ...
107 202927.30
108 2438.00
109 325534.10
110 174051.70
111 27193.63
Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households \
0 69681
1 73515
2 63812
3 62340
4 92604
.. ...
107 922452
108 110157
109 194194
110 239717
111 83552
Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons \
0 184901
1 169977
2 154536
3 150878
4 230902
.. ...
107 2188168
108 220395
109 457954
110 556357
111 190392
Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons \
0 1010
1 6039
2 2943
3 2944
4 1095
.. ...
107 37890
108 6376
109 13027
110 9812
111 7659
Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons \
0 185911
1 176016
2 157479
3 153822
4 231997
.. ...
107 2226058
108 226771
109 470981
110 566169
111 198051
Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons \
0 91949
1 158640
2 112588
3 139044
4 179250
.. ...
107 1746295
108 81577
109 439725
110 522922
111 178613
Combined_England_dataset_Engineered_White\ Irish - Unit : Persons \
0 1730
1 1146
2 1683
3 1284
4 2596
.. ...
107 14910
108 5140
109 2381
110 3480
111 1103
Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons \
0 182
1 58
2 115
3 164
4 624
.. ...
107 1660
108 79
109 757
110 1165
111 269
Combined_England_dataset_Engineered_White\ Other White - Unit : Persons \
0 14525
1 6629
2 12460
3 5362
4 7492
.. ...
107 56953
108 54333
109 12108
110 14491
111 6746
Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons \
0 2669
1 951
2 2396
3 776
4 1676
.. ...
107 20827
108 1907
109 1968
110 3150
111 529
Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons \
0 2128
1 292
2 587
3 262
4 983
.. ...
107 4624
108 1964
109 656
110 592
111 305
Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons \
0 1246
1 954
2 1366
3 831
4 1369
.. ...
107 15098
108 3695
109 1667
110 2053
111 873
Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons \
0 1835
1 701
2 1037
3 551
4 1367
.. ...
107 7577
108 4118
109 1277
110 1250
111 706
Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons \
0 7436
1 1116
2 8122
3 1675
4 7047
.. ...
107 53152
108 7429
109 1547
110 3634
111 1531
Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons \
0 8007
1 170
2 3270
3 473
4 730
.. ...
107 189708
108 2344
109 215
110 4984
111 417
Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons \
0 7701
1 219
2 3225
3 225
4 777
.. ...
107 15632
108 6531
109 595
110 1316
111 370
Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons \
0 1315
1 1912
2 905
3 659
4 2514
.. ...
107 10783
108 6180
109 1210
110 1601
111 2449
Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons \
0 5135
1 1160
2 2410
3 776
4 4175
.. ...
107 22272
108 10318
109 2611
110 2206
111 1973
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons \
0 28685
1 499
2 2741
3 701
4 15952
.. ...
107 24685
108 9239
109 1418
110 767
111 903
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons \
0 5227
1 672
2 2843
3 514
4 2381
.. ...
107 15581
108 4495
109 1151
110 1275
111 205
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons \
0 3228
1 155
2 618
3 161
4 1291
.. ...
107 6210
108 2931
109 659
110 330
111 86
Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group \
0 973
1 375
2 331
3 139
4 303
.. ...
107 9212
108 15793
109 288
110 236
111 498
Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons \
0 1940
1 367
2 782
3 225
4 1470
.. ...
107 10879
108 8698
109 748
110 717
111 475
Sum of all Vaccination centers
0 0
1 1
2 2
3 4
4 1
.. ...
107 5
108 1
109 3
110 3
111 1
[112 rows x 66 columns]
rep1.head()
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Female Population | Population which have access to a vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Population: No religion | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | Population with Very Bad Health | Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons | Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | Population which are not deprived | Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons | Unpaid Part-time Carers <20hrs | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Sum of all Vaccination centers | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 1 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 2 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 4 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 |
rep.loc[[82]]
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | No.cars_privately_accessible | No_access_to_vehicle | 1_vehicle_access | 2_vehicle_access | 3_vehicle_access | 4_vehicle_access | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | verybad_health | verygood_health | good_health | fair_health | bad_health | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | not_deprived | deprived_1 | deprived_2 | deprived_3 | deprived_4 | no_care_duties | care_duties_0_19 | care_duties_20_49 | care_duties_50_plus | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | communal_establishments | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | cluster | cen_x | cen_y | c | Density qBins | White No.total | Black No.total | Asian No.total | Mixed No.total | Arab_other No.total | Cluster1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | Shropshire | Administrative County | Administrative County | 306129 | 151606 | 154523 | 129674 | 184779 | 20483 | 54671 | 39927 | 10291 | 4302 | 306129 | 210268 | 792 | 378 | 127 | 989 | 256 | 1113 | 69725 | 22481 | 3457 | 142309 | 106909 | 41475 | 11979 | 129674 | 59558 | 42311 | 22718 | 4713 | 374 | 271869 | 22835 | 4046 | 7379 | 306129 | 4905 | 0.95746 | 306129 | 319730.3 | 129674 | 298183 | 7946 | 306129 | 292047 | 1410 | 312 | 6105 | 765 | 231 | 669 | 503 | 752 | 216 | 208 | 1020 | 893 | 302 | 164 | 114 | 179 | 239 | 2 | 3 | 2 | 4 | 11 | 0 | 1.085714 | 1.9 | #DF2020 | (260508.0, 516599.25] | 299874 | 580 | 3089 | 2168 | 418 | 2 |
rep12=rep1.iloc[:,3:]
x=rep12[rep12.columns[:-1]]
y=rep12['Sum of all Vaccination centers']
x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.3)
x.isnull().sum()
#no loss
Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons 0
Combined_England_dataset_Engineered_Sex : Males - Unit : Persons 0
Female Population 0
Population which have access to a vehicle 0
Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) 0
..
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons 0
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons 0
Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons 0
Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group 0
Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons 0
Length: 62, dtype: int64
y.isnull().sum()
#split no loss(checking)
0
print(x_train.shape)
print(y_train.shape)
print(x_test.shape)
print(y_test.shape)
(78, 62) (78,) (34, 62) (34,)
x_train
| Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Female Population | Population which have access to a vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Population: No religion | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | Population with Very Bad Health | Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons | Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | Population which are not deprived | Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons | Unpaid Part-time Carers <20hrs | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 |
| 42 | 253957 | 127397 | 126560 | 94902 | 94042 | 29985 | 42744 | 16986 | 3942 | 1245 | 253957 | 106660 | 3617 | 26261 | 651 | 35666 | 22749 | 1540 | 40351 | 16462 | 2814 | 124442 | 89064 | 28552 | 9085 | 94902 | 35413 | 33763 | 19203 | 5774 | 749 | 231647 | 13897 | 3623 | 4790 | 253957 | 2897 | 45.360640 | 253957 | 5598.62 | 94902 | 251961 | 1996 | 253957 | 96264 | 4775 | 183 | 29283 | 2273 | 1730 | 3390 | 2956 | 48161 | 13676 | 2189 | 2405 | 20826 | 10787 | 3381 | 2645 | 3638 | 5395 |
| 36 | 239056 | 118023 | 121033 | 84268 | 100326 | 19811 | 37013 | 20993 | 5012 | 1439 | 239056 | 89181 | 2700 | 60407 | 10538 | 29881 | 2752 | 5945 | 22871 | 14781 | 2638 | 113731 | 86069 | 28329 | 8289 | 84268 | 35196 | 28917 | 15813 | 3892 | 450 | 214436 | 15889 | 3947 | 4784 | 239056 | 4251 | 47.366810 | 239056 | 5046.91 | 84268 | 236970 | 2086 | 239056 | 73826 | 7336 | 181 | 19648 | 2344 | 1053 | 3417 | 2685 | 63051 | 7797 | 1378 | 2629 | 26953 | 8526 | 6812 | 4370 | 3708 | 3342 |
| 74 | 183631 | 90859 | 92772 | 74023 | 83910 | 18412 | 33372 | 17712 | 3452 | 1075 | 183631 | 104202 | 463 | 2320 | 144 | 17251 | 1184 | 591 | 45183 | 12293 | 2076 | 81275 | 68493 | 24362 | 7425 | 74023 | 29667 | 24589 | 15215 | 4115 | 437 | 165941 | 10732 | 2616 | 4342 | 183631 | 2040 | 5.347777 | 183631 | 34337.82 | 74023 | 181827 | 1804 | 183631 | 130232 | 1257 | 560 | 19495 | 1542 | 827 | 1384 | 1195 | 4636 | 12078 | 229 | 872 | 3677 | 2480 | 1174 | 510 | 428 | 1055 |
| 99 | 254096 | 130906 | 123190 | 101257 | 43589 | 63797 | 32329 | 4450 | 521 | 160 | 254096 | 68808 | 2726 | 4200 | 1283 | 87696 | 821 | 825 | 48648 | 39089 | 4129 | 128468 | 83209 | 27062 | 11228 | 101257 | 33144 | 36199 | 20987 | 9432 | 1495 | 234740 | 10931 | 3510 | 4915 | 254096 | 1497 | 128.532500 | 254096 | 1976.90 | 101257 | 250343 | 3753 | 254096 | 79231 | 3863 | 175 | 31550 | 2837 | 1509 | 2961 | 3053 | 6787 | 2442 | 81377 | 8109 | 5786 | 9495 | 5341 | 3793 | 2573 | 3214 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 33 | 182493 | 88914 | 93579 | 80590 | 43843 | 44524 | 29496 | 5661 | 730 | 179 | 182493 | 98808 | 2060 | 2097 | 1161 | 18242 | 442 | 857 | 43487 | 15339 | 2364 | 103036 | 53374 | 17188 | 6531 | 80590 | 33427 | 27335 | 13749 | 5240 | 839 | 170159 | 7936 | 1867 | 2531 | 182493 | 2327 | 111.249100 | 182493 | 1640.40 | 80590 | 180652 | 1841 | 182493 | 81989 | 6321 | 217 | 35695 | 2769 | 1495 | 2649 | 3131 | 3451 | 1612 | 1056 | 3140 | 7376 | 10552 | 7111 | 3842 | 5228 | 4859 |
| 97 | 157705 | 77823 | 79882 | 62353 | 79764 | 12527 | 27384 | 17007 | 3973 | 1462 | 157705 | 99891 | 615 | 1178 | 221 | 3164 | 1224 | 456 | 41061 | 9895 | 1628 | 76012 | 54788 | 19389 | 5888 | 62353 | 24074 | 21335 | 13349 | 3283 | 312 | 143099 | 8613 | 2172 | 3821 | 157705 | 1302 | 9.652886 | 157705 | 16337.60 | 62353 | 157072 | 633 | 157705 | 127587 | 1108 | 308 | 6426 | 1056 | 670 | 683 | 690 | 2234 | 534 | 682 | 828 | 1649 | 9742 | 1336 | 1245 | 254 | 673 |
| 54 | 713653 | 347605 | 366048 | 306971 | 402731 | 55407 | 137635 | 87271 | 19598 | 7060 | 713653 | 489184 | 1345 | 1486 | 439 | 2780 | 453 | 2605 | 164628 | 50733 | 9254 | 307017 | 256638 | 107948 | 32796 | 306971 | 127466 | 103324 | 61903 | 13237 | 1041 | 634391 | 48281 | 10205 | 20776 | 713653 | 9048 | 1.205369 | 713653 | 592061.90 | 306971 | 698748 | 14905 | 713653 | 663741 | 3278 | 617 | 28848 | 2073 | 815 | 1798 | 1504 | 2474 | 584 | 496 | 1737 | 2025 | 1540 | 661 | 360 | 420 | 682 |
| 108 | 226771 | 115639 | 111132 | 110157 | 50502 | 69574 | 32969 | 6103 | 1051 | 460 | 226771 | 101221 | 3286 | 4323 | 7403 | 40482 | 514 | 1308 | 47064 | 21170 | 3547 | 122920 | 68181 | 22670 | 9453 | 110157 | 43480 | 38278 | 18840 | 7912 | 1647 | 210317 | 10371 | 2587 | 3496 | 226771 | 3249 | 93.015176 | 226771 | 2438.00 | 110157 | 220395 | 6376 | 226771 | 81577 | 5140 | 79 | 54333 | 1907 | 1964 | 3695 | 4118 | 7429 | 2344 | 6531 | 6180 | 10318 | 9239 | 4495 | 2931 | 15793 | 8698 |
| 52 | 329839 | 162884 | 166955 | 123125 | 110395 | 45375 | 51864 | 20787 | 3975 | 1124 | 329839 | 106872 | 1224 | 50087 | 295 | 61440 | 14457 | 1839 | 75280 | 18345 | 4930 | 148108 | 117551 | 44278 | 14972 | 123125 | 40214 | 41982 | 29765 | 9915 | 1249 | 298874 | 17503 | 5533 | 7929 | 329839 | 3332 | 44.989410 | 329839 | 7331.48 | 123125 | 321527 | 8312 | 329839 | 148629 | 2524 | 417 | 15066 | 4691 | 1161 | 3388 | 2340 | 93335 | 8067 | 3642 | 4245 | 13181 | 12480 | 4790 | 3315 | 3311 | 5257 |
78 rows × 62 columns
rep.to_csv(r"/Users/MussaYousef/Documents/MSc Data Science/Final project (thesis)/Project Datasets\rep3.csv", index = False)
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import matplotlib
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import StratifiedKFold
from sklearn.metrics import roc_curve, auc
%matplotlib inline
matplotlib.rcParams.update({'font.size': 20})
def plot_confusion_matrix(cm, classes=None, title='confusion matrix'):
"""Plots a confusion matrix"""
if classes is not None:
sns.heatmap(cm, xticklabels=classes, yticklabels=classes,vmin=0., vmax=1., annot=True, annot_kws={'size':20})
else:
sns.heatmap(cm, vmin=0., vmax=1.)
plt.title(title)
plt.ylabel('True label')
plt.xlabel('Predicted label')
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import confusion_matrix
#from sklearn.metrics import plot_confusion_matrix
from sklearn.metrics import accuracy_score, confusion_matrix, r2_score
# Create the model with 100 trees
model = RandomForestClassifier(n_estimators=100,
criterion='entropy')
# Fit on training data
model.fit(x_train, y_train)
prediction_test = model.predict(X=x_test)
#Accuracy on Test
print("Training Accuracy is: ",model.score(x_train,y_train))
#Accuracy on Train
print("Testing Accuracy is: ", model.score(x_test, y_test))
#Confusion Matrix
cm = confusion_matrix(y_test, prediction_test)
cm_norm=cm/cm.sum(axis=1)[:,np.newaxis]
plt.figure()
plot_confusion_matrix(cm_norm, classes=model.classes_)
Training Accuracy is: 1.0 Testing Accuracy is: 0.6470588235294118
# Features for feature importances
features = list(x_train.columns)
features
['Combined_England_dataset_Engineered_Sex : Total\\ Sex - Unit : Persons', 'Combined_England_dataset_Engineered_Sex : Males - Unit : Persons', 'Female Population', 'Population which have access to a vehicle', 'Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased)', 'Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles', 'Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle', 'Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles', 'Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles', 'Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles', 'Combined_England_dataset_Engineered_Religion [E][S][W] : Total\\ Religion - Unit : Persons', 'Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons', 'Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons', 'Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons', 'Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons', 'Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons', 'Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons', 'Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons', 'Population: No religion', 'Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons', 'Population with Very Bad Health', 'Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons', 'Combined_England_dataset_Engineered_General health : Good health - Unit : Persons', 'Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons', 'Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons', 'Combined_England_dataset_Engineered_Total households examined using deprivation indexes', 'Population which are not deprived', 'Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions', 'Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions', 'Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions', 'Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions', 'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons', 'Unpaid Part-time Carers <20hrs', 'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons', 'Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons', 'Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\\ Provision of unpaid care - Unit : Persons', 'Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons', 'Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons', 'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons', 'Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares', 'Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households', 'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons', 'Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons', 'Combined_England_dataset_Engineered_Total\\ Ethnic group - Unit : Persons', 'Combined_England_dataset_Engineered_White\\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons', 'Combined_England_dataset_Engineered_White\\ Irish - Unit : Persons', 'Combined_England_dataset_Engineered_White\\ Gypsy or Irish Traveller - Unit : Persons', 'Combined_England_dataset_Engineered_White\\ Other White - Unit : Persons', 'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\\ White and Black Caribbean - Unit : Persons', 'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\\ White and Black African - Unit : Persons', 'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\\ White and Asian - Unit : Persons', 'Combined_England_dataset_Engineered_Mixed/multiple ethnic group\\ Other Mixed - Unit : Persons', 'Combined_England_dataset_Engineered_Asian/Asian British\\ Indian - Unit : Persons', 'Combined_England_dataset_Engineered_Asian/Asian British\\ Pakistani - Unit : Persons', 'Combined_England_dataset_Engineered_Asian/Asian British\\ Bangladeshi - Unit : Persons', 'Combined_England_dataset_Engineered_Asian/Asian British\\ Chinese - Unit : Persons', 'Combined_England_dataset_Engineered_Asian/Asian British\\ Other Asian - Unit : Persons', 'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\\ African - Unit : Persons', 'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\\ Caribbean - Unit : Persons', 'Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\\ Other Black - Unit : Persons', 'Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group', 'Combined_England_dataset_Engineered_Other ethnic group\\ Any other ethnic group - Unit : Persons']
import pandas as pd
# Extract feature importances
fi = pd.DataFrame({'feature': list(x_train.columns),
'importance': model.feature_importances_}).\
sort_values('importance', ascending = False)
# Display
fi
| feature | importance | |
|---|---|---|
| 32 | Unpaid Part-time Carers <20hrs | 0.045804 |
| 44 | Combined_England_dataset_Engineered_White\ Eng... | 0.041151 |
| 34 | Combined_England_dataset_Engineered_Care (unpa... | 0.036062 |
| 11 | Combined_England_dataset_Engineered_Religion [... | 0.034903 |
| 4 | Combined_England_dataset_Engineered_Total numb... | 0.033874 |
| 26 | Population which are not deprived | 0.029244 |
| 35 | Combined_England_dataset_Engineered_Care (unpa... | 0.028650 |
| 25 | Combined_England_dataset_Engineered_Total hous... | 0.028326 |
| 2 | Female Population | 0.025278 |
| 23 | Combined_England_dataset_Engineered_General he... | 0.024714 |
| 18 | Population: No religion | 0.023363 |
| 1 | Combined_England_dataset_Engineered_Sex : Male... | 0.022642 |
| 6 | Combined_England_dataset_Engineered_Number of ... | 0.022602 |
| 10 | Combined_England_dataset_Engineered_Religion [... | 0.022366 |
| 8 | Combined_England_dataset_Engineered_Number of ... | 0.022128 |
| 40 | Combined_England_dataset_Engineered_Population... | 0.021530 |
| 21 | Combined_England_dataset_Engineered_General he... | 0.020378 |
| 38 | Combined_England_dataset_Engineered_Population... | 0.020012 |
| 9 | Combined_England_dataset_Engineered_Number of ... | 0.019481 |
| 39 | Combined_England_dataset_Engineered_Population... | 0.019475 |
| 60 | Combined_England_dataset_Engineered_Number of ... | 0.019258 |
| 0 | Combined_England_dataset_Engineered_Sex : Tota... | 0.018129 |
| 3 | Population which have access to a vehicle | 0.017306 |
| 24 | Combined_England_dataset_Engineered_General he... | 0.016842 |
| 59 | Combined_England_dataset_Engineered_Black/Afri... | 0.016698 |
| 55 | Combined_England_dataset_Engineered_Asian/Asia... | 0.016192 |
| 27 | Combined_England_dataset_Engineered_Number of ... | 0.016045 |
| 50 | Combined_England_dataset_Engineered_Mixed/mult... | 0.016030 |
| 43 | Combined_England_dataset_Engineered_Total\ Eth... | 0.015626 |
| 61 | Combined_England_dataset_Engineered_Other ethn... | 0.014183 |
| 48 | Combined_England_dataset_Engineered_Mixed/mult... | 0.013757 |
| 29 | Combined_England_dataset_Engineered_Number of ... | 0.013587 |
| 12 | Combined_England_dataset_Engineered_Religion [... | 0.013094 |
| 53 | Combined_England_dataset_Engineered_Asian/Asia... | 0.012907 |
| 19 | Combined_England_dataset_Engineered_Religion [... | 0.012850 |
| 5 | Combined_England_dataset_Engineered_Total Numb... | 0.012557 |
| 49 | Combined_England_dataset_Engineered_Mixed/mult... | 0.012349 |
| 45 | Combined_England_dataset_Engineered_White\ Iri... | 0.011695 |
| 58 | Combined_England_dataset_Engineered_Black/Afri... | 0.010897 |
| 14 | Combined_England_dataset_Engineered_Religion [... | 0.010664 |
| 36 | Combined_England_dataset_Engineered_Population... | 0.010486 |
| 31 | Combined_England_dataset_Engineered_Care (unpa... | 0.010375 |
| 37 | Combined_England_dataset_Engineered_Population... | 0.009751 |
| 47 | Combined_England_dataset_Engineered_White\ Oth... | 0.009718 |
| 51 | Combined_England_dataset_Engineered_Mixed/mult... | 0.009485 |
| 22 | Combined_England_dataset_Engineered_General he... | 0.009412 |
| 56 | Combined_England_dataset_Engineered_Asian/Asia... | 0.009401 |
| 30 | Combined_England_dataset_Engineered_Number of ... | 0.009266 |
| 16 | Combined_England_dataset_Engineered_Religion [... | 0.008836 |
| 20 | Population with Very Bad Health | 0.008426 |
| 13 | Combined_England_dataset_Engineered_Religion [... | 0.008370 |
| 42 | Combined_England_dataset_Engineered_Population... | 0.007787 |
| 57 | Combined_England_dataset_Engineered_Black/Afri... | 0.007586 |
| 46 | Combined_England_dataset_Engineered_White\ Gyp... | 0.006682 |
| 54 | Combined_England_dataset_Engineered_Asian/Asia... | 0.006399 |
| 33 | Combined_England_dataset_Engineered_Care (unpa... | 0.006263 |
| 7 | Combined_England_dataset_Engineered_Number of ... | 0.005823 |
| 41 | Combined_England_dataset_Engineered_Population... | 0.005716 |
| 52 | Combined_England_dataset_Engineered_Asian/Asia... | 0.004959 |
| 28 | Combined_England_dataset_Engineered_Number of ... | 0.004532 |
| 15 | Combined_England_dataset_Engineered_Religion [... | 0.004385 |
| 17 | Combined_England_dataset_Engineered_Religion [... | 0.003690 |
#Hyperparameter Tuning
from itertools import product
n_estimators = 100
max_features = [1,'sqrt','log2']
max_depths = [None, 2, 3, 4, 5]
for f, d in product (max_features, max_depths): #with product we can interate through all possible combinations
model = RandomForestClassifier(n_estimators=n_estimators,
criterion='entropy',
max_features=f,
max_depth=d,
n_jobs=2,
random_state=1620)
model.fit(x_train,y_train)
prediction_test = model.predict(X=x_test)
print('Classification accuracy on test set with max features = {} and max_depth = {}: {:.3f}'.format(f,d,accuracy_score(y_test,prediction_test)))
cm = confusion_matrix(y_test, prediction_test)
cm_norm = cm/cm.sum(axis=1)[:,np.newaxis]
plt.figure()
plot_confusion_matrix(cm_norm, classes=model.classes_,
title='Confusion matrix accuracy on test set with max features = {} and max_depth = {}: {:,.3f}'.format(f,d,accuracy_score(y_test,prediction_test)))
Classification accuracy on test set with max features = 1 and max_depth = None: 0.618 Classification accuracy on test set with max features = 1 and max_depth = 2: 0.559 Classification accuracy on test set with max features = 1 and max_depth = 3: 0.588 Classification accuracy on test set with max features = 1 and max_depth = 4: 0.618 Classification accuracy on test set with max features = 1 and max_depth = 5: 0.618 Classification accuracy on test set with max features = sqrt and max_depth = None: 0.647 Classification accuracy on test set with max features = sqrt and max_depth = 2: 0.559 Classification accuracy on test set with max features = sqrt and max_depth = 3: 0.588 Classification accuracy on test set with max features = sqrt and max_depth = 4: 0.618 Classification accuracy on test set with max features = sqrt and max_depth = 5: 0.647 Classification accuracy on test set with max features = log2 and max_depth = None: 0.676 Classification accuracy on test set with max features = log2 and max_depth = 2: 0.559 Classification accuracy on test set with max features = log2 and max_depth = 3: 0.588 Classification accuracy on test set with max features = log2 and max_depth = 4: 0.647 Classification accuracy on test set with max features = log2 and max_depth = 5: 0.647
Notes:
XGB = extreame Gradient boosting
- different machine learning models into one
- instead of aggregating predictions, boosters turn weak learners into strong learners by focusing where individual models went wrong
- Trains using residuals. instead of aggregating trees, gradient boosed trees learns from errors during each boosting round.
prediction_test
array([1, 1, 1, 1, 4, 2, 1, 1, 2, 5, 2, 1, 1, 1, 1, 2, 5, 1, 1, 5, 1, 3,
5, 1, 1, 4, 1, 4, 4, 1, 1, 3, 3, 4])
x_test
| Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Female Population | Population which have access to a vehicle | Combined_England_dataset_Engineered_Total number of cars which are privately accessible to citizens(Owned/leased) | Combined_England_dataset_Engineered_Total Number of households which do not have access to vehicles | Combined_England_dataset_Engineered_Number of households which have access to 1 vehicle | Combined_England_dataset_Engineered_Number of households which have access to 2 vehicles | Combined_England_dataset_Engineered_Number of households which have accessibilty to 3 vehicles | Combined_England_dataset_Engineered_Number of households which have access to 4 or more vehicles | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Population: No religion | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | Population with Very Bad Health | Combined_England_dataset_Engineered_General health : Very good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Good health - Unit : Persons | Combined_England_dataset_Engineered_General health : Fair health - Unit : Persons | Combined_England_dataset_Engineered_General health : Bad health - Unit : Persons | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | Population which are not deprived | Combined_England_dataset_Engineered_Number of households which are deprived by 1 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 2 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 3 of the scrutinised dimensions | Combined_England_dataset_Engineered_Number of households which are deprived by 4 of the scrutinised dimensions | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides no unpaid care - Unit : Persons | Unpaid Part-time Carers <20hrs | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 20 to 49 hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : Provides 50 or more hours unpaid care a week - Unit : Persons | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in communal establishments - Unit : Persons | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 77 | 205056 | 103201 | 101855 | 85473 | 81389 | 28533 | 37396 | 15776 | 2948 | 820 | 205056 | 106999 | 1162 | 1282 | 235 | 7162 | 468 | 1050 | 71826 | 14872 | 2359 | 97795 | 71443 | 25464 | 7995 | 85473 | 35779 | 28114 | 16105 | 4894 | 581 | 187920 | 10794 | 2239 | 4103 | 205056 | 1610 | 50.742120 | 205056 | 4041.14 | 85473 | 200052 | 5004 | 205056 | 172313 | 1071 | 85 | 7713 | 1103 | 935 | 2381 | 1048 | 2911 | 539 | 3649 | 2611 | 2764 | 2958 | 540 | 279 | 1078 | 1078 |
| 47 | 256406 | 128420 | 127986 | 112596 | 90240 | 45748 | 47612 | 16002 | 2588 | 646 | 256406 | 140753 | 771 | 439 | 172 | 5447 | 289 | 794 | 89336 | 18405 | 4130 | 110555 | 89572 | 38102 | 14047 | 112596 | 37719 | 37207 | 27899 | 9024 | 747 | 232770 | 12602 | 3622 | 7412 | 256406 | 1488 | 35.886470 | 256406 | 7144.92 | 112596 | 252748 | 3658 | 256406 | 229920 | 550 | 284 | 10567 | 871 | 821 | 945 | 817 | 1086 | 882 | 755 | 2124 | 1624 | 2472 | 236 | 288 | 1134 | 1030 |
| 45 | 158649 | 78194 | 80455 | 78536 | 44536 | 43982 | 26866 | 6204 | 1046 | 438 | 158649 | 86005 | 2447 | 1386 | 3320 | 15812 | 263 | 778 | 32669 | 15969 | 1875 | 91764 | 45189 | 14464 | 5357 | 78536 | 34278 | 27161 | 11908 | 4366 | 823 | 147671 | 7472 | 1552 | 1954 | 158649 | 3093 | 130.796000 | 158649 | 1212.95 | 78536 | 155939 | 2710 | 158649 | 62271 | 3715 | 119 | 45912 | 1695 | 1148 | 3021 | 3122 | 2577 | 911 | 836 | 3968 | 7569 | 5536 | 3257 | 1540 | 6455 | 4997 |
| 1 | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 |
| 26 | 526671 | 253764 | 272907 | 231905 | 292118 | 50674 | 100340 | 60173 | 14750 | 5968 | 526671 | 315659 | 2190 | 1501 | 1074 | 4201 | 178 | 3508 | 155723 | 42637 | 6886 | 230697 | 187695 | 77795 | 23598 | 231905 | 98156 | 78965 | 43629 | 10054 | 1101 | 467262 | 39537 | 6745 | 13127 | 526671 | 7111 | 3.082554 | 526671 | 170855.40 | 231905 | 515598 | 11073 | 526671 | 482769 | 3966 | 815 | 17872 | 1947 | 1023 | 2584 | 1919 | 2253 | 317 | 1042 | 1931 | 3600 | 1800 | 771 | 341 | 638 | 1083 |
| 10 | 309392 | 148588 | 160804 | 130862 | 153908 | 30723 | 59613 | 30909 | 7072 | 2545 | 309392 | 187656 | 1580 | 4987 | 957 | 7841 | 736 | 1138 | 80303 | 24194 | 2818 | 154998 | 105574 | 36098 | 9904 | 130862 | 63450 | 41818 | 20141 | 4931 | 522 | 278380 | 21274 | 3439 | 6299 | 309392 | 4757 | 20.604910 | 309392 | 15015.45 | 130862 | 307023 | 2369 | 309392 | 239478 | 4463 | 580 | 16349 | 3897 | 1335 | 3016 | 2649 | 6215 | 1014 | 1265 | 2768 | 4805 | 9819 | 6609 | 2258 | 870 | 2002 |
| 65 | 159616 | 78247 | 81369 | 69707 | 70625 | 21481 | 30338 | 14469 | 2638 | 781 | 159616 | 96836 | 347 | 386 | 64 | 1332 | 158 | 533 | 48476 | 11484 | 2153 | 70242 | 55935 | 23779 | 7507 | 69707 | 26569 | 23201 | 15505 | 4132 | 300 | 143623 | 9114 | 2117 | 4762 | 159616 | 1387 | 8.320054 | 159616 | 19184.49 | 69707 | 157786 | 1830 | 159616 | 152240 | 414 | 26 | 2741 | 381 | 161 | 369 | 275 | 513 | 195 | 268 | 605 | 548 | 306 | 71 | 34 | 265 | 204 |
| 35 | 254926 | 126224 | 128702 | 101955 | 61515 | 52851 | 38911 | 8507 | 1333 | 353 | 254926 | 114659 | 2829 | 4539 | 7643 | 36130 | 808 | 1303 | 64202 | 22813 | 3780 | 126485 | 85567 | 28444 | 10650 | 101955 | 36356 | 34280 | 21949 | 7968 | 1402 | 236039 | 11812 | 2904 | 4171 | 254926 | 2774 | 86.157120 | 254926 | 2958.85 | 101955 | 253236 | 1690 | 254926 | 88424 | 6997 | 370 | 58552 | 4856 | 2609 | 3738 | 5345 | 5945 | 1920 | 4417 | 3744 | 8124 | 23037 | 18087 | 6706 | 2229 | 9826 |
| 63 | 307984 | 160336 | 147648 | 101519 | 61092 | 52849 | 38531 | 8405 | 1386 | 348 | 307984 | 123119 | 2446 | 26962 | 342 | 98456 | 6421 | 1090 | 29373 | 19775 | 4564 | 149269 | 106549 | 34839 | 12763 | 101519 | 25356 | 38692 | 26412 | 9748 | 1311 | 283380 | 13094 | 5191 | 6319 | 307984 | 2461 | 85.023030 | 307984 | 3622.36 | 101519 | 306009 | 1975 | 307984 | 51516 | 2172 | 462 | 35066 | 3957 | 3319 | 2677 | 3992 | 42484 | 30307 | 37262 | 3930 | 19912 | 37811 | 15050 | 7395 | 3523 | 7149 |
| 46 | 1463740 | 715613 | 748127 | 605638 | 790956 | 121094 | 258442 | 169541 | 40616 | 15945 | 1463740 | 915200 | 6802 | 10943 | 1777 | 13932 | 10545 | 6145 | 391591 | 106805 | 16669 | 683205 | 510399 | 194931 | 58536 | 605638 | 264980 | 200070 | 111252 | 26476 | 2860 | 1311963 | 97464 | 18432 | 35881 | 1463740 | 19074 | 4.130744 | 1463740 | 354352.60 | 605638 | 1435745 | 27995 | 1463740 | 1303558 | 10239 | 4685 | 52620 | 6266 | 2997 | 7520 | 5324 | 18136 | 2406 | 3381 | 5978 | 17713 | 11523 | 3293 | 1400 | 1535 | 5166 |
| 7 | 311215 | 156468 | 154747 | 110286 | 87802 | 47419 | 43598 | 14884 | 3429 | 956 | 311215 | 129080 | 4300 | 55449 | 4357 | 58036 | 1709 | 3768 | 33054 | 21462 | 4281 | 149695 | 108169 | 36731 | 12339 | 110286 | 34085 | 40538 | 25540 | 8741 | 1382 | 284605 | 15813 | 4938 | 5859 | 311215 | 3321 | 71.981860 | 311215 | 4323.52 | 110286 | 308895 | 2320 | 311215 | 55887 | 12320 | 320 | 44353 | 4291 | 2820 | 3642 | 5022 | 58017 | 14381 | 1749 | 3250 | 28589 | 24391 | 23723 | 10518 | 11430 | 6512 |
| 67 | 202566 | 98463 | 104103 | 88227 | 121381 | 15151 | 36867 | 27620 | 6248 | 2341 | 202566 | 123545 | 554 | 340 | 157 | 869 | 95 | 939 | 60867 | 15200 | 2382 | 93803 | 70435 | 27670 | 8276 | 88227 | 41762 | 28397 | 14492 | 3212 | 364 | 180253 | 15172 | 2577 | 4564 | 202566 | 2727 | 5.419304 | 202566 | 37378.60 | 88227 | 199225 | 3341 | 202566 | 190553 | 1113 | 176 | 5234 | 681 | 256 | 698 | 398 | 817 | 111 | 299 | 619 | 590 | 383 | 188 | 61 | 127 | 262 |
| 99 | 254096 | 130906 | 123190 | 101257 | 43589 | 63797 | 32329 | 4450 | 521 | 160 | 254096 | 68808 | 2726 | 4200 | 1283 | 87696 | 821 | 825 | 48648 | 39089 | 4129 | 128468 | 83209 | 27062 | 11228 | 101257 | 33144 | 36199 | 20987 | 9432 | 1495 | 234740 | 10931 | 3510 | 4915 | 254096 | 1497 | 128.532500 | 254096 | 1976.90 | 101257 | 250343 | 3753 | 254096 | 79231 | 3863 | 175 | 31550 | 2837 | 1509 | 2961 | 3053 | 6787 | 2442 | 81377 | 8109 | 5786 | 9495 | 5341 | 3793 | 2573 | 3214 |
| 74 | 183631 | 90859 | 92772 | 74023 | 83910 | 18412 | 33372 | 17712 | 3452 | 1075 | 183631 | 104202 | 463 | 2320 | 144 | 17251 | 1184 | 591 | 45183 | 12293 | 2076 | 81275 | 68493 | 24362 | 7425 | 74023 | 29667 | 24589 | 15215 | 4115 | 437 | 165941 | 10732 | 2616 | 4342 | 183631 | 2040 | 5.347777 | 183631 | 34337.82 | 74023 | 181827 | 1804 | 183631 | 130232 | 1257 | 560 | 19495 | 1542 | 827 | 1384 | 1195 | 4636 | 12078 | 229 | 872 | 3677 | 2480 | 1174 | 510 | 428 | 1055 |
| 2 | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 |
| 72 | 305680 | 153777 | 151903 | 126131 | 96284 | 55093 | 50614 | 16785 | 2830 | 809 | 305680 | 135216 | 2051 | 4498 | 1069 | 26919 | 4312 | 1483 | 106954 | 23178 | 4666 | 141038 | 103332 | 41581 | 15063 | 126131 | 43326 | 42708 | 29144 | 9942 | 1011 | 278726 | 15211 | 4314 | 7429 | 305680 | 2556 | 40.969500 | 305680 | 7461.16 | 126131 | 289738 | 15942 | 305680 | 199990 | 2819 | 326 | 15563 | 12166 | 2004 | 3304 | 2791 | 9901 | 16771 | 1049 | 5988 | 6330 | 9877 | 9382 | 2926 | 2372 | 2121 |
| 34 | 1317788 | 644938 | 672850 | 545254 | 796638 | 80005 | 220861 | 182611 | 44568 | 17209 | 1317788 | 822179 | 7246 | 8928 | 1286 | 7999 | 2389 | 5694 | 367060 | 95007 | 11651 | 646983 | 460937 | 156806 | 41411 | 545254 | 274142 | 173320 | 80170 | 16139 | 1483 | 1184850 | 92224 | 14286 | 26428 | 1317788 | 20446 | 3.581969 | 1317788 | 367894.90 | 545254 | 1296211 | 21577 | 1317788 | 1209405 | 7361 | 2069 | 33288 | 4800 | 2340 | 6880 | 4031 | 10731 | 1803 | 2143 | 5605 | 15074 | 5090 | 2180 | 1028 | 1262 | 2698 |
| 31 | 246270 | 122029 | 124241 | 101690 | 41800 | 65721 | 31157 | 4129 | 525 | 158 | 246270 | 95131 | 3075 | 1577 | 15477 | 34727 | 1872 | 1311 | 69454 | 23646 | 4109 | 128442 | 75699 | 26837 | 11183 | 101690 | 31994 | 36314 | 22514 | 9308 | 1560 | 228322 | 10734 | 3094 | 4120 | 246270 | 2221 | 129.184000 | 246270 | 1906.35 | 101690 | 244433 | 1837 | 246270 | 89030 | 5216 | 474 | 39897 | 4989 | 2866 | 3020 | 4994 | 7599 | 1905 | 6180 | 3436 | 6747 | 27976 | 19168 | 9714 | 1721 | 11338 |
| 94 | 190146 | 92443 | 97703 | 78174 | 91266 | 18303 | 36110 | 18214 | 4118 | 1429 | 190146 | 111086 | 1368 | 8038 | 486 | 7726 | 325 | 796 | 46817 | 13504 | 1716 | 92668 | 67563 | 22127 | 6072 | 78174 | 35636 | 26211 | 12776 | 3195 | 356 | 171848 | 12436 | 2242 | 3620 | 190146 | 2587 | 43.362630 | 190146 | 4385.02 | 78174 | 188695 | 1451 | 190146 | 134854 | 3219 | 193 | 11183 | 2298 | 838 | 2286 | 1712 | 6454 | 2595 | 1183 | 2240 | 9563 | 5471 | 2742 | 907 | 976 | 1432 |
| 105 | 2736460 | 1346950 | 1389510 | 1086748 | 1123244 | 341972 | 451747 | 228970 | 48790 | 15269 | 2736460 | 1471780 | 9119 | 59768 | 3060 | 332684 | 116715 | 15181 | 554152 | 174001 | 43274 | 1212508 | 946206 | 394508 | 139964 | 1086748 | 382438 | 356868 | 261039 | 78436 | 7967 | 2443594 | 170134 | 45516 | 77216 | 2736460 | 24671 | 30.349860 | 2736460 | 90163.85 | 1086748 | 2693432 | 43028 | 2736460 | 1806708 | 39183 | 1618 | 71629 | 53234 | 6053 | 21964 | 14953 | 185271 | 200545 | 48727 | 21430 | 59008 | 55557 | 79632 | 28880 | 16029 | 26039 |
| 79 | 135177 | 65655 | 69522 | 59605 | 64747 | 16935 | 25367 | 13646 | 2832 | 825 | 135177 | 95111 | 187 | 64 | 33 | 598 | 43 | 362 | 30054 | 8725 | 2415 | 57285 | 45844 | 21449 | 8184 | 59605 | 22517 | 19351 | 13773 | 3681 | 283 | 119143 | 9004 | 2450 | 4580 | 135177 | 1096 | 5.519792 | 135177 | 24489.51 | 59605 | 133929 | 1248 | 135177 | 131928 | 415 | 85 | 775 | 298 | 107 | 273 | 175 | 91 | 295 | 94 | 155 | 234 | 80 | 34 | 8 | 37 | 93 |
| 9 | 428234 | 213071 | 215163 | 182747 | 190530 | 52814 | 82483 | 37858 | 7172 | 2420 | 428234 | 200254 | 2549 | 2712 | 777 | 22016 | 2133 | 2793 | 160218 | 34782 | 5425 | 209024 | 143283 | 52446 | 18056 | 182747 | 77443 | 58827 | 34808 | 10430 | 1239 | 388096 | 25709 | 5253 | 9176 | 428234 | 3927 | 39.069740 | 428234 | 10960.76 | 182747 | 418814 | 9420 | 428234 | 333432 | 3851 | 359 | 21950 | 7389 | 1533 | 3402 | 3114 | 6547 | 6863 | 2104 | 3886 | 4255 | 12085 | 6727 | 6922 | 1272 | 2543 |
| 59 | 1381189 | 671034 | 710155 | 602087 | 569170 | 211215 | 247753 | 116033 | 21323 | 5763 | 1381189 | 1022711 | 3908 | 4386 | 3014 | 19247 | 955 | 3090 | 238198 | 85680 | 26021 | 635847 | 432820 | 199347 | 87154 | 602087 | 218490 | 189669 | 141216 | 48380 | 4332 | 1215284 | 92343 | 26529 | 47033 | 1381189 | 12265 | 21.417740 | 1381189 | 64488.08 | 602087 | 1355114 | 26075 | 1381189 | 1268277 | 13342 | 457 | 23227 | 6395 | 4894 | 4638 | 5027 | 7896 | 2566 | 2366 | 11554 | 6023 | 9792 | 2066 | 2694 | 6379 | 3596 |
| 111 | 198051 | 96254 | 101797 | 83552 | 90126 | 21808 | 38999 | 18535 | 3210 | 1000 | 198051 | 117856 | 1016 | 983 | 202 | 2072 | 133 | 747 | 59646 | 15396 | 1819 | 98402 | 67709 | 23752 | 6369 | 83552 | 41409 | 26882 | 12526 | 2524 | 211 | 179827 | 12701 | 1934 | 3589 | 198051 | 2638 | 7.282992 | 198051 | 27193.63 | 83552 | 190392 | 7659 | 198051 | 178613 | 1103 | 269 | 6746 | 529 | 305 | 873 | 706 | 1531 | 417 | 370 | 2449 | 1973 | 903 | 205 | 86 | 498 | 475 |
| 32 | 125746 | 61368 | 64378 | 53312 | 59007 | 14380 | 22923 | 12893 | 2418 | 698 | 125746 | 94314 | 216 | 194 | 44 | 267 | 55 | 303 | 23543 | 6810 | 2133 | 58684 | 39693 | 17504 | 7732 | 53312 | 20060 | 16642 | 12238 | 4105 | 267 | 110728 | 8009 | 2440 | 4569 | 125746 | 1001 | 15.898060 | 125746 | 7909.52 | 53312 | 124874 | 872 | 125746 | 121210 | 654 | 41 | 1136 | 465 | 253 | 330 | 308 | 282 | 44 | 60 | 308 | 249 | 95 | 134 | 31 | 54 | 92 |
| 29 | 596984 | 292586 | 304398 | 254615 | 353020 | 43480 | 106491 | 78426 | 18960 | 7258 | 596984 | 379144 | 1772 | 2222 | 539 | 5741 | 449 | 2940 | 159496 | 44681 | 5780 | 283942 | 210173 | 76317 | 20772 | 254615 | 122736 | 81780 | 40770 | 8529 | 800 | 534340 | 43596 | 6830 | 12218 | 596984 | 9279 | 2.250011 | 596984 | 265324.90 | 254615 | 586018 | 10966 | 596984 | 546599 | 3759 | 731 | 18558 | 3627 | 923 | 2353 | 1758 | 5729 | 942 | 960 | 1911 | 2891 | 2090 | 2313 | 747 | 364 | 729 |
| 61 | 138412 | 67732 | 70680 | 57203 | 51821 | 21488 | 22963 | 10207 | 1945 | 600 | 138412 | 87511 | 370 | 591 | 45 | 9757 | 564 | 246 | 30797 | 8531 | 2542 | 62855 | 45295 | 19719 | 8001 | 57203 | 19729 | 18615 | 13717 | 4789 | 353 | 124252 | 7516 | 2301 | 4343 | 138412 | 1040 | 25.691470 | 138412 | 5387.47 | 57203 | 136156 | 2256 | 138412 | 119106 | 574 | 85 | 2290 | 541 | 452 | 904 | 465 | 1477 | 6811 | 244 | 904 | 1332 | 1470 | 92 | 169 | 950 | 546 |
| 92 | 728163 | 359787 | 368376 | 310745 | 416500 | 55661 | 135039 | 90758 | 21254 | 8033 | 728163 | 443632 | 2094 | 2274 | 677 | 5818 | 626 | 2934 | 215921 | 54187 | 7547 | 334121 | 260145 | 99088 | 27262 | 310745 | 136271 | 104965 | 56586 | 11900 | 1023 | 650418 | 51507 | 9044 | 17194 | 728163 | 9780 | 1.916126 | 728163 | 380018.40 | 310745 | 714113 | 14050 | 728163 | 661458 | 3744 | 604 | 27389 | 4733 | 1785 | 2787 | 3167 | 3999 | 697 | 2253 | 2159 | 4023 | 2624 | 2509 | 1721 | 320 | 2191 |
| 51 | 650489 | 321416 | 329073 | 267434 | 380884 | 40821 | 110471 | 88377 | 20566 | 7199 | 650489 | 392363 | 1546 | 18508 | 528 | 9096 | 7978 | 2381 | 176123 | 41966 | 6053 | 308763 | 230844 | 82862 | 21967 | 267434 | 130582 | 84605 | 43817 | 7884 | 546 | 579761 | 48671 | 8017 | 14040 | 650489 | 9344 | 3.123029 | 650489 | 208287.90 | 267434 | 636274 | 14215 | 650489 | 578432 | 3528 | 411 | 12396 | 3024 | 714 | 3262 | 1551 | 28598 | 2099 | 2313 | 3502 | 4265 | 1990 | 1379 | 418 | 866 | 1741 |
| 39 | 183477 | 90302 | 93175 | 78319 | 111829 | 12826 | 32556 | 23805 | 6395 | 2737 | 183477 | 124403 | 562 | 228 | 131 | 364 | 80 | 893 | 41766 | 15050 | 2151 | 83874 | 64494 | 25517 | 7441 | 78319 | 34469 | 26487 | 13969 | 3131 | 263 | 162801 | 13998 | 2362 | 4316 | 183477 | 3080 | 0.841741 | 183477 | 217973.20 | 78319 | 180595 | 2882 | 183477 | 171922 | 709 | 363 | 7175 | 407 | 146 | 415 | 302 | 490 | 80 | 32 | 277 | 560 | 160 | 103 | 68 | 105 | 163 |
| 76 | 147645 | 72121 | 75524 | 63530 | 84638 | 11245 | 28006 | 18431 | 4322 | 1526 | 147645 | 89243 | 538 | 511 | 404 | 1035 | 79 | 717 | 43922 | 11196 | 1780 | 68689 | 51486 | 19849 | 5841 | 63530 | 28688 | 21222 | 11125 | 2264 | 231 | 131433 | 10761 | 1846 | 3605 | 147645 | 1718 | 22.801160 | 147645 | 6475.33 | 63530 | 145103 | 2542 | 147645 | 135698 | 756 | 214 | 4855 | 491 | 246 | 680 | 499 | 1098 | 96 | 382 | 698 | 1002 | 329 | 119 | 72 | 127 | 283 |
| 70 | 316028 | 154124 | 161904 | 138534 | 168974 | 30543 | 60875 | 36916 | 7671 | 2529 | 316028 | 216673 | 578 | 335 | 169 | 1018 | 494 | 980 | 75620 | 20161 | 4359 | 138990 | 108458 | 48580 | 15641 | 138534 | 60451 | 44844 | 26716 | 6150 | 373 | 280331 | 22304 | 4553 | 8840 | 316028 | 3922 | 0.630415 | 316028 | 501301.80 | 138534 | 310591 | 5437 | 316028 | 307097 | 833 | 156 | 2980 | 515 | 230 | 624 | 323 | 939 | 351 | 295 | 452 | 621 | 193 | 114 | 31 | 73 | 201 |
| 14 | 370127 | 181409 | 188718 | 159441 | 224179 | 25709 | 65543 | 52217 | 11763 | 4209 | 370127 | 254940 | 882 | 1328 | 581 | 2438 | 279 | 1065 | 83973 | 24641 | 3914 | 181595 | 123065 | 47306 | 14247 | 159441 | 79623 | 48842 | 25289 | 5287 | 400 | 330124 | 27525 | 4454 | 8024 | 370127 | 6056 | 3.173307 | 370127 | 116637.60 | 159441 | 365065 | 5062 | 370127 | 346264 | 2241 | 313 | 9122 | 1341 | 461 | 1293 | 778 | 2147 | 856 | 504 | 1125 | 1428 | 664 | 511 | 227 | 338 | 514 |
| 15 | 534476 | 258907 | 275569 | 231378 | 311157 | 40429 | 103219 | 65012 | 16305 | 6413 | 534476 | 319575 | 1735 | 557 | 393 | 858 | 105 | 3621 | 162062 | 45570 | 7634 | 241894 | 179559 | 79429 | 25960 | 231378 | 92952 | 80131 | 45994 | 11162 | 1139 | 471064 | 39217 | 8304 | 15891 | 534476 | 6185 | 1.500258 | 534476 | 356256.00 | 231378 | 525555 | 8921 | 534476 | 511715 | 2056 | 635 | 10619 | 1251 | 493 | 1562 | 1112 | 837 | 107 | 280 | 1004 | 1208 | 293 | 369 | 102 | 189 | 644 |
rep
| NAME_2 | TYPE_2 | ENGTYPE_2 | Combined_England_dataset_Engineered_Sex : Total\ Sex - Unit : Persons | Combined_England_dataset_Engineered_Sex : Males - Unit : Persons | Combined_England_dataset_Engineered_Sex : Females - Unit : Persons | Combined_England_dataset_Engineered_Total Number of households which have access to a Vehicle | No.cars_privately_accessible | No_access_to_vehicle | 1_vehicle_access | 2_vehicle_access | 3_vehicle_access | 4_vehicle_access | Combined_England_dataset_Engineered_Religion [E][S][W] : Total\ Religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Christian - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Buddhist - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Hindu - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Jewish - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Muslim - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Sikh - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Other religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : No religion - Unit : Persons | Combined_England_dataset_Engineered_Religion [E][S][W] : Religion not stated - Unit : Persons | verybad_health | verygood_health | good_health | fair_health | bad_health | Combined_England_dataset_Engineered_Total households examined using deprivation indexes | not_deprived | deprived_1 | deprived_2 | deprived_3 | deprived_4 | no_care_duties | care_duties_0_19 | care_duties_20_49 | care_duties_50_plus | Combined_England_dataset_Engineered_Care (unpaid); provision of : All categories\ Provision of unpaid care - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Schoolchild or full-time student aged 4 and over at their non-term-time address - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Density (number of persons per Hectare) - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents - Unit : Persons | Combined_England_dataset_Engineered_Population (usual residents) : Area (Hectares) - Unit : Hectares | Combined_England_dataset_Engineered_Population (usual residents) : All households - Unit : Households | Combined_England_dataset_Engineered_Population (usual residents) : All usual residents in households - Unit : Persons | communal_establishments | Combined_England_dataset_Engineered_Total\ Ethnic group - Unit : Persons | Combined_England_dataset_Engineered_White\ English/Welsh/Scottish/Northern Irish/British - Unit : Persons | Combined_England_dataset_Engineered_White\ Irish - Unit : Persons | Combined_England_dataset_Engineered_White\ Gypsy or Irish Traveller - Unit : Persons | Combined_England_dataset_Engineered_White\ Other White - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Black African - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ White and Asian - Unit : Persons | Combined_England_dataset_Engineered_Mixed/multiple ethnic group\ Other Mixed - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Indian - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Pakistani - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Bangladeshi - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Chinese - Unit : Persons | Combined_England_dataset_Engineered_Asian/Asian British\ Other Asian - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ African - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Caribbean - Unit : Persons | Combined_England_dataset_Engineered_Black/African/Caribbean/Black British\ Other Black - Unit : Persons | Combined_England_dataset_Engineered_Number of people classified as Arab ethnic group | Combined_England_dataset_Engineered_Other ethnic group\ Any other ethnic group - Unit : Persons | Vaccination_Centers_count | Phamacy_Vaccination_Centers_count | Hospital_hubs_Vacc_Centers_count | GP_Vacc_Center_count | Sum of all Vaccination centers | cluster | cen_x | cen_y | c | Density qBins | White No.total | Black No.total | Asian No.total | Mixed No.total | Arab_other No.total | Cluster1 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Barking and Dagenham | London Borough | London Borough | 185911 | 90237 | 95674 | 69681 | 56966 | 27618 | 30183 | 9557 | 1859 | 464 | 185911 | 104101 | 842 | 4464 | 425 | 25520 | 2952 | 533 | 35106 | 11968 | 2644 | 87819 | 62720 | 24042 | 8686 | 69681 | 19618 | 24953 | 18382 | 6027 | 701 | 169710 | 8637 | 2941 | 4623 | 185911 | 1654 | 51.512590 | 185911 | 3609.04 | 69681 | 184901 | 1010 | 185911 | 91949 | 1730 | 182 | 14525 | 2669 | 2128 | 1246 | 1835 | 7436 | 8007 | 7701 | 1315 | 5135 | 28685 | 5227 | 3228 | 973 | 1940 | 0 | 2 | 0 | 2 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 108386 | 37140 | 29594 | 7878 | 2913 | 2 |
| 1 | Bath and North East Somerset | Unitary Authority | Unitary Authority | 176016 | 86072 | 89944 | 73515 | 92628 | 16158 | 31073 | 19957 | 4511 | 1816 | 176016 | 99468 | 941 | 535 | 254 | 1179 | 140 | 935 | 57626 | 14938 | 1598 | 88882 | 58849 | 20856 | 5831 | 73515 | 36446 | 23106 | 11348 | 2351 | 264 | 158431 | 12396 | 1989 | 3200 | 176016 | 2937 | 5.090981 | 176016 | 34574.08 | 73515 | 169977 | 6039 | 176016 | 158640 | 1146 | 58 | 6629 | 951 | 292 | 954 | 701 | 1116 | 170 | 219 | 1912 | 1160 | 499 | 672 | 155 | 375 | 367 | 0 | 2 | 2 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 166473 | 1326 | 4577 | 2898 | 742 | 2 |
| 2 | Bedfordshire | Administrative County | Administrative County | 157479 | 77312 | 80167 | 63812 | 83041 | 13137 | 26678 | 18037 | 4323 | 1637 | 157479 | 93346 | 509 | 2420 | 171 | 8610 | 3336 | 1506 | 37229 | 10352 | 1548 | 73860 | 56663 | 19812 | 5596 | 63812 | 29041 | 20595 | 11212 | 2671 | 293 | 141395 | 10838 | 2055 | 3191 | 157479 | 2392 | 3.305521 | 157479 | 47641.20 | 63812 | 154536 | 2943 | 157479 | 112588 | 1683 | 115 | 12460 | 2396 | 587 | 1366 | 1037 | 8122 | 3270 | 3225 | 905 | 2410 | 2741 | 2843 | 618 | 331 | 782 | 5 | 2 | 2 | 6 | 15 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 126846 | 6202 | 17932 | 5386 | 1113 | 2 |
| 3 | Berkshire | County | County | 153822 | 76321 | 77501 | 62340 | 96617 | 7759 | 24042 | 22437 | 5858 | 2244 | 153822 | 97896 | 495 | 1106 | 212 | 1218 | 236 | 607 | 41042 | 11010 | 1047 | 79432 | 53069 | 16456 | 3818 | 62340 | 33452 | 18842 | 8218 | 1667 | 161 | 139534 | 10313 | 1466 | 2509 | 153822 | 3036 | 2.184450 | 153822 | 70416.82 | 62340 | 150878 | 2944 | 153822 | 139044 | 1284 | 164 | 5362 | 776 | 262 | 831 | 551 | 1675 | 473 | 225 | 659 | 776 | 701 | 514 | 161 | 139 | 225 | 2 | 5 | 2 | 16 | 25 | 2 | 1.758621 | 7.000000 | #2095DF | (7374.999, 186720.25] | 145854 | 1376 | 3808 | 2420 | 364 | 2 |
| 4 | Bexley | London Borough | London Borough | 231997 | 111676 | 120321 | 92604 | 108507 | 21918 | 42054 | 21708 | 5204 | 1720 | 231997 | 144093 | 1377 | 3547 | 234 | 5645 | 4156 | 724 | 55995 | 16226 | 2525 | 111323 | 80446 | 29015 | 8688 | 92604 | 38457 | 31937 | 17839 | 4048 | 323 | 208475 | 14752 | 3051 | 5719 | 231997 | 2577 | 38.308940 | 231997 | 6055.95 | 92604 | 230902 | 1095 | 231997 | 179250 | 2596 | 624 | 7492 | 1676 | 983 | 1369 | 1367 | 7047 | 730 | 777 | 2514 | 4175 | 15952 | 2381 | 1291 | 303 | 1470 | 1 | 3 | 1 | 4 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 189962 | 19624 | 15243 | 5395 | 1773 | 2 |
| 5 | Blackburn with Darwen | Unitary Authority | Unitary Authority | 147489 | 73547 | 73942 | 57353 | 58447 | 17502 | 25110 | 11819 | 2256 | 666 | 147489 | 77599 | 306 | 574 | 54 | 39817 | 161 | 295 | 20374 | 8309 | 2335 | 66991 | 49010 | 20725 | 8428 | 57353 | 20599 | 18421 | 13105 | 4779 | 449 | 131733 | 8769 | 2691 | 4296 | 147489 | 1467 | 10.764690 | 147489 | 13701.18 | 57353 | 145827 | 1662 | 147489 | 98144 | 794 | 161 | 2910 | 315 | 162 | 989 | 357 | 19791 | 17801 | 1525 | 721 | 1656 | 614 | 202 | 117 | 585 | 645 | 1 | 2 | 1 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 102009 | 933 | 41494 | 1823 | 1230 | 2 |
| 6 | Bournemouth | Unitary Authority | Unitary Authority | 183491 | 91386 | 92105 | 82374 | 92927 | 21333 | 36807 | 18763 | 3961 | 1510 | 183491 | 104828 | 1215 | 1292 | 1343 | 3264 | 156 | 1216 | 55911 | 14266 | 2401 | 84955 | 63260 | 24866 | 8009 | 82374 | 33804 | 27788 | 15624 | 4371 | 787 | 166166 | 11280 | 2260 | 3785 | 183491 | 1785 | 39.734900 | 183491 | 4617.88 | 82374 | 179138 | 4353 | 183491 | 153752 | 1355 | 218 | 13472 | 1043 | 601 | 1396 | 1151 | 1940 | 213 | 408 | 1840 | 2665 | 1208 | 380 | 176 | 693 | 980 | 1 | 1 | 0 | 6 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 168797 | 1764 | 7066 | 4191 | 1673 | 2 |
| 7 | Brent | London Borough | London Borough | 311215 | 156468 | 154747 | 110286 | 87802 | 47419 | 43598 | 14884 | 3429 | 956 | 311215 | 129080 | 4300 | 55449 | 4357 | 58036 | 1709 | 3768 | 33054 | 21462 | 4281 | 149695 | 108169 | 36731 | 12339 | 110286 | 34085 | 40538 | 25540 | 8741 | 1382 | 284605 | 15813 | 4938 | 5859 | 311215 | 3321 | 71.981860 | 311215 | 4323.52 | 110286 | 308895 | 2320 | 311215 | 55887 | 12320 | 320 | 44353 | 4291 | 2820 | 3642 | 5022 | 58017 | 14381 | 1749 | 3250 | 28589 | 24391 | 23723 | 10518 | 11430 | 6512 | 1 | 1 | 0 | 5 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 112880 | 58632 | 105986 | 15775 | 17942 | 2 |
| 8 | Brighton and Hove | Unitary Authority | Unitary Authority | 273369 | 136108 | 137261 | 121540 | 104397 | 46415 | 51727 | 19078 | 3294 | 1026 | 273369 | 117276 | 2742 | 1792 | 2670 | 6095 | 342 | 2409 | 115954 | 24089 | 3277 | 134673 | 91970 | 32298 | 11151 | 121540 | 52226 | 39931 | 21628 | 6704 | 1051 | 249402 | 16401 | 2850 | 4716 | 273369 | 2749 | 33.068660 | 273369 | 8266.71 | 121540 | 266059 | 7310 | 273369 | 220018 | 3772 | 198 | 19524 | 2182 | 2019 | 3351 | 2856 | 2996 | 649 | 1367 | 2999 | 3267 | 2893 | 879 | 416 | 2184 | 1799 | 1 | 1 | 2 | 1 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 243512 | 4188 | 11278 | 10408 | 3983 | 2 |
| 9 | Bristol | Unitary Authority (city) | Unitary Authority (city) | 428234 | 213071 | 215163 | 182747 | 190530 | 52814 | 82483 | 37858 | 7172 | 2420 | 428234 | 200254 | 2549 | 2712 | 777 | 22016 | 2133 | 2793 | 160218 | 34782 | 5425 | 209024 | 143283 | 52446 | 18056 | 182747 | 77443 | 58827 | 34808 | 10430 | 1239 | 388096 | 25709 | 5253 | 9176 | 428234 | 3927 | 39.069740 | 428234 | 10960.76 | 182747 | 418814 | 9420 | 428234 | 333432 | 3851 | 359 | 21950 | 7389 | 1533 | 3402 | 3114 | 6547 | 6863 | 2104 | 3886 | 4255 | 12085 | 6727 | 6922 | 1272 | 2543 | 1 | 4 | 1 | 6 | 12 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 359592 | 25734 | 23655 | 15438 | 3815 | 0 |
| 10 | Bromley | London Borough | London Borough | 309392 | 148588 | 160804 | 130862 | 153908 | 30723 | 59613 | 30909 | 7072 | 2545 | 309392 | 187656 | 1580 | 4987 | 957 | 7841 | 736 | 1138 | 80303 | 24194 | 2818 | 154998 | 105574 | 36098 | 9904 | 130862 | 63450 | 41818 | 20141 | 4931 | 522 | 278380 | 21274 | 3439 | 6299 | 309392 | 4757 | 20.604910 | 309392 | 15015.45 | 130862 | 307023 | 2369 | 309392 | 239478 | 4463 | 580 | 16349 | 3897 | 1335 | 3016 | 2649 | 6215 | 1014 | 1265 | 2768 | 4805 | 9819 | 6609 | 2258 | 870 | 2002 | 1 | 3 | 2 | 5 | 11 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 260870 | 18686 | 16067 | 10897 | 2872 | 2 |
| 11 | Buckinghamshire | Administrative County | Administrative County | 505283 | 248346 | 256937 | 200727 | 314138 | 25261 | 75300 | 73419 | 18882 | 7865 | 505283 | 305804 | 2207 | 6244 | 1511 | 25781 | 4657 | 1803 | 121190 | 36086 | 3902 | 262901 | 170886 | 53987 | 13607 | 200727 | 106894 | 61449 | 26862 | 5007 | 515 | 455769 | 35820 | 5268 | 8426 | 505283 | 10771 | 3.228751 | 505283 | 156494.90 | 200727 | 497299 | 7984 | 505283 | 409793 | 5377 | 614 | 20886 | 4573 | 1098 | 4125 | 2564 | 11368 | 21236 | 1089 | 2554 | 7022 | 4032 | 5175 | 1283 | 853 | 1641 | 1 | 11 | 3 | 10 | 25 | 1 | 2.615385 | 14.230769 | #81DF20 | (260508.0, 516599.25] | 436670 | 10490 | 43269 | 12360 | 2494 | 0 |
| 12 | Cambridgeshire | Administrative County | Administrative County | 621210 | 309560 | 311650 | 251241 | 343690 | 43588 | 106212 | 76970 | 17830 | 6641 | 621210 | 361532 | 3264 | 4142 | 1652 | 8990 | 895 | 2636 | 189016 | 49083 | 5453 | 306910 | 215746 | 73386 | 19715 | 251241 | 123285 | 79821 | 39389 | 8067 | 679 | 561034 | 41313 | 6785 | 12078 | 621210 | 9352 | 2.039267 | 621210 | 304624.20 | 251241 | 598066 | 23144 | 621210 | 524617 | 4908 | 1508 | 43954 | 2510 | 1385 | 3895 | 3291 | 7430 | 2373 | 2562 | 6723 | 6550 | 3426 | 1647 | 937 | 1370 | 2124 | 6 | 3 | 5 | 19 | 33 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 574987 | 6010 | 25638 | 11081 | 3494 | 0 |
| 13 | Camden | London Borough | London Borough | 220338 | 107885 | 112453 | 97534 | 46601 | 59595 | 30991 | 5757 | 912 | 279 | 220338 | 74821 | 2789 | 3141 | 9823 | 26643 | 465 | 1267 | 56113 | 45276 | 3175 | 117692 | 67334 | 22963 | 9174 | 97534 | 36975 | 34569 | 17469 | 7085 | 1436 | 203032 | 11551 | 2437 | 3318 | 220338 | 2530 | 101.091000 | 220338 | 2179.60 | 97534 | 212443 | 7895 | 220338 | 96937 | 7053 | 167 | 41898 | 2494 | 1800 | 3880 | 4148 | 6083 | 1489 | 12503 | 6493 | 8878 | 10802 | 3496 | 3762 | 3432 | 5023 | 1 | 1 | 6 | 6 | 14 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 146055 | 18060 | 35446 | 12322 | 8455 | 2 |
| 14 | Cheshire | Administrative County | Administrative County | 370127 | 181409 | 188718 | 159441 | 224179 | 25709 | 65543 | 52217 | 11763 | 4209 | 370127 | 254940 | 882 | 1328 | 581 | 2438 | 279 | 1065 | 83973 | 24641 | 3914 | 181595 | 123065 | 47306 | 14247 | 159441 | 79623 | 48842 | 25289 | 5287 | 400 | 330124 | 27525 | 4454 | 8024 | 370127 | 6056 | 3.173307 | 370127 | 116637.60 | 159441 | 365065 | 5062 | 370127 | 346264 | 2241 | 313 | 9122 | 1341 | 461 | 1293 | 778 | 2147 | 856 | 504 | 1125 | 1428 | 664 | 511 | 227 | 338 | 514 | 1 | 14 | 4 | 20 | 39 | 1 | 2.615385 | 14.230769 | #81DF20 | (260508.0, 516599.25] | 357940 | 1402 | 6060 | 3873 | 852 | 2 |
| 15 | Cornwall | Administrative County | Administrative County | 534476 | 258907 | 275569 | 231378 | 311157 | 40429 | 103219 | 65012 | 16305 | 6413 | 534476 | 319575 | 1735 | 557 | 393 | 858 | 105 | 3621 | 162062 | 45570 | 7634 | 241894 | 179559 | 79429 | 25960 | 231378 | 92952 | 80131 | 45994 | 11162 | 1139 | 471064 | 39217 | 8304 | 15891 | 534476 | 6185 | 1.500258 | 534476 | 356256.00 | 231378 | 525555 | 8921 | 534476 | 511715 | 2056 | 635 | 10619 | 1251 | 493 | 1562 | 1112 | 837 | 107 | 280 | 1004 | 1208 | 293 | 369 | 102 | 189 | 644 | 2 | 5 | 1 | 13 | 21 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 525025 | 764 | 3436 | 4418 | 833 | 0 |
| 16 | Croydon | London Borough | London Borough | 363378 | 176224 | 187154 | 145010 | 140049 | 48523 | 63183 | 25836 | 5571 | 1897 | 363378 | 205022 | 2381 | 21739 | 709 | 29513 | 1450 | 2153 | 72654 | 27757 | 3953 | 174584 | 128634 | 43473 | 12734 | 145010 | 59399 | 50369 | 26731 | 7457 | 1054 | 329695 | 22063 | 4750 | 6870 | 363378 | 4823 | 41.999840 | 363378 | 8651.89 | 145010 | 360230 | 3148 | 363378 | 171740 | 5369 | 234 | 22852 | 9650 | 3279 | 5140 | 5826 | 24660 | 10865 | 2570 | 3925 | 17607 | 28981 | 31320 | 12955 | 1701 | 4704 | 2 | 4 | 1 | 5 | 12 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 200195 | 73256 | 59627 | 23895 | 6405 | 2 |
| 17 | Cumbria | Administrative County | Administrative County | 499858 | 246065 | 253793 | 222042 | 273534 | 47578 | 99389 | 57798 | 12825 | 4452 | 499858 | 359235 | 1353 | 559 | 203 | 1336 | 64 | 1364 | 101496 | 34248 | 6481 | 225018 | 172789 | 71966 | 23604 | 222042 | 96017 | 72142 | 41985 | 10994 | 904 | 443363 | 35927 | 7265 | 13303 | 499858 | 6584 | 0.738718 | 499858 | 676655.90 | 222042 | 490939 | 8919 | 499858 | 482124 | 1552 | 315 | 8266 | 751 | 314 | 881 | 558 | 892 | 316 | 486 | 1153 | 1219 | 373 | 141 | 65 | 153 | 299 | 3 | 7 | 4 | 15 | 29 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 492257 | 579 | 4066 | 2504 | 452 | 0 |
| 18 | Darlington | Unitary Authority | Unitary Authority | 105564 | 51483 | 54081 | 46670 | 49794 | 13052 | 20682 | 10450 | 1962 | 524 | 105564 | 71122 | 307 | 317 | 45 | 971 | 361 | 310 | 25415 | 6716 | 1440 | 47046 | 37199 | 15116 | 4763 | 46670 | 20184 | 14922 | 8954 | 2407 | 203 | 94516 | 6863 | 1427 | 2758 | 105564 | 1218 | 5.345686 | 105564 | 19747.51 | 46670 | 104111 | 1453 | 105564 | 98898 | 328 | 350 | 2019 | 463 | 97 | 350 | 236 | 726 | 145 | 523 | 349 | 462 | 206 | 105 | 46 | 112 | 149 | 1 | 1 | 2 | 1 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 101595 | 357 | 2205 | 1146 | 261 | 2 |
| 19 | Derbyshire | Administrative County | Administrative County | 71116 | 35071 | 36045 | 30744 | 45168 | 4557 | 12383 | 10233 | 2506 | 1065 | 71116 | 48869 | 164 | 39 | 56 | 142 | 34 | 241 | 16477 | 5094 | 753 | 33487 | 24683 | 9718 | 2475 | 30744 | 14941 | 9756 | 5074 | 903 | 70 | 62113 | 6568 | 889 | 1546 | 71116 | 1345 | 0.897417 | 71116 | 79245.21 | 30744 | 69562 | 1554 | 71116 | 68835 | 321 | 15 | 946 | 130 | 58 | 173 | 105 | 97 | 84 | 4 | 95 | 118 | 33 | 36 | 18 | 10 | 38 | 0 | 14 | 2 | 14 | 30 | 1 | 2.615385 | 14.230769 | #81DF20 | (7374.999, 186720.25] | 70117 | 87 | 398 | 466 | 48 | 2 |
| 20 | Derby | Unitary Authority (city) | Unitary Authority (city) | 248752 | 123046 | 125706 | 102271 | 108124 | 29593 | 44344 | 22930 | 4220 | 1184 | 248752 | 131129 | 822 | 2198 | 110 | 19006 | 8891 | 985 | 68668 | 16943 | 3249 | 111837 | 87060 | 35193 | 11413 | 102271 | 41618 | 33029 | 20996 | 6054 | 574 | 223168 | 15682 | 3586 | 6316 | 248752 | 2431 | 31.878570 | 248752 | 7803.11 | 102271 | 244625 | 4127 | 248752 | 187386 | 2319 | 295 | 9751 | 3916 | 533 | 1772 | 1011 | 10907 | 14620 | 658 | 1292 | 3618 | 3156 | 3405 | 759 | 861 | 2493 | 1 | 3 | 1 | 1 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 199751 | 7320 | 31095 | 7232 | 3354 | 2 |
| 21 | Devon | Administrative County | Administrative County | 77750 | 38070 | 39680 | 32758 | 48250 | 4696 | 13717 | 10443 | 2686 | 1216 | 77750 | 48273 | 224 | 96 | 46 | 112 | 5 | 366 | 22122 | 6506 | 750 | 36263 | 27554 | 10398 | 2785 | 32758 | 14780 | 11023 | 5642 | 1205 | 108 | 69298 | 5798 | 927 | 1727 | 77750 | 1102 | 0.851649 | 77750 | 91293.48 | 32758 | 76866 | 884 | 77750 | 74554 | 278 | 88 | 1776 | 132 | 69 | 169 | 114 | 116 | 7 | 18 | 167 | 120 | 64 | 17 | 13 | 4 | 44 | 3 | 4 | 3 | 17 | 27 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 76696 | 94 | 428 | 484 | 48 | 2 |
| 22 | Dorset | Administrative County | Administrative County | 412905 | 201271 | 211634 | 180213 | 253649 | 28021 | 78377 | 54354 | 14024 | 5437 | 412905 | 269737 | 1280 | 550 | 519 | 1318 | 88 | 2230 | 104221 | 32962 | 4467 | 184353 | 148166 | 59671 | 16248 | 180213 | 80487 | 62366 | 31001 | 5823 | 536 | 363583 | 33362 | 5456 | 10504 | 412905 | 6281 | 1.624573 | 412905 | 254162.20 | 180213 | 403366 | 9539 | 412905 | 394350 | 1975 | 555 | 7437 | 952 | 431 | 1212 | 805 | 737 | 151 | 525 | 943 | 1477 | 518 | 295 | 111 | 116 | 315 | 0 | 7 | 2 | 10 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 404317 | 924 | 3833 | 3400 | 431 | 0 |
| 23 | Durham | Administrative County | Administrative County | 513242 | 251280 | 261962 | 223803 | 248586 | 60926 | 96086 | 52740 | 10775 | 3276 | 513242 | 369715 | 1001 | 607 | 208 | 1934 | 609 | 1525 | 107281 | 30362 | 9333 | 217373 | 171564 | 82404 | 32568 | 223803 | 87986 | 68885 | 51846 | 14353 | 733 | 453187 | 34336 | 8826 | 16893 | 513242 | 4705 | 2.305604 | 513242 | 222606.30 | 223803 | 500288 | 12954 | 513242 | 495664 | 1229 | 467 | 6409 | 969 | 321 | 1093 | 711 | 1368 | 463 | 241 | 1598 | 1186 | 447 | 158 | 96 | 459 | 363 | 1 | 5 | 1 | 14 | 21 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 503769 | 701 | 4856 | 3094 | 822 | 0 |
| 24 | Ealing | London Borough | London Borough | 338449 | 169175 | 169274 | 124082 | 112845 | 43847 | 54846 | 20017 | 4093 | 1279 | 338449 | 148055 | 4228 | 28915 | 1131 | 53198 | 26778 | 1987 | 50848 | 23309 | 4114 | 166385 | 116712 | 38421 | 12817 | 124082 | 46377 | 42757 | 25522 | 8212 | 1214 | 309676 | 17668 | 5033 | 6072 | 338449 | 4037 | 60.954350 | 338449 | 5552.50 | 124082 | 334725 | 3724 | 338449 | 103035 | 10428 | 300 | 52055 | 3939 | 1989 | 4653 | 4485 | 48240 | 14711 | 1786 | 4132 | 31570 | 17299 | 13192 | 6369 | 9804 | 10462 | 1 | 9 | 2 | 3 | 15 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 165818 | 36860 | 100439 | 15066 | 20266 | 2 |
| 25 | East Riding of Yorkshire | Unitary Authority | Unitary Authority | 334179 | 163388 | 170791 | 143032 | 190419 | 25200 | 62802 | 42328 | 9463 | 3239 | 334179 | 227343 | 702 | 607 | 337 | 1309 | 174 | 863 | 78296 | 24548 | 4133 | 151003 | 116859 | 48307 | 13877 | 143032 | 66055 | 46722 | 25187 | 4665 | 403 | 296811 | 24355 | 4418 | 8595 | 334179 | 4469 | 1.387973 | 334179 | 240767.70 | 143032 | 326951 | 7228 | 334179 | 321309 | 908 | 227 | 5345 | 683 | 367 | 785 | 466 | 1081 | 396 | 69 | 660 | 755 | 355 | 175 | 68 | 289 | 241 | 0 | 5 | 3 | 10 | 18 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 327789 | 598 | 2961 | 2301 | 530 | 2 |
| 26 | East Sussex | Administrative County | Administrative County | 526671 | 253764 | 272907 | 231905 | 292118 | 50674 | 100340 | 60173 | 14750 | 5968 | 526671 | 315659 | 2190 | 1501 | 1074 | 4201 | 178 | 3508 | 155723 | 42637 | 6886 | 230697 | 187695 | 77795 | 23598 | 231905 | 98156 | 78965 | 43629 | 10054 | 1101 | 467262 | 39537 | 6745 | 13127 | 526671 | 7111 | 3.082554 | 526671 | 170855.40 | 231905 | 515598 | 11073 | 526671 | 482769 | 3966 | 815 | 17872 | 1947 | 1023 | 2584 | 1919 | 2253 | 317 | 1042 | 1931 | 3600 | 1800 | 771 | 341 | 638 | 1083 | 1 | 4 | 4 | 9 | 18 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 505422 | 2912 | 9143 | 7473 | 1721 | 0 |
| 27 | Enfield | London Borough | London Borough | 312466 | 150654 | 161812 | 119916 | 119653 | 38933 | 51872 | 21997 | 5328 | 1786 | 312466 | 167417 | 1824 | 10927 | 4412 | 52141 | 1078 | 1950 | 48522 | 24195 | 4182 | 146351 | 109394 | 39699 | 12840 | 119916 | 43308 | 41080 | 26163 | 8172 | 1193 | 284842 | 17299 | 4131 | 6194 | 312466 | 3835 | 38.657470 | 312466 | 8082.94 | 119916 | 310066 | 2400 | 312466 | 126450 | 6899 | 344 | 56947 | 4852 | 2384 | 4189 | 5758 | 11648 | 2594 | 5599 | 2588 | 12464 | 28222 | 17334 | 8131 | 1930 | 14133 | 2 | 10 | 3 | 8 | 23 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 190640 | 53687 | 34893 | 17183 | 16063 | 2 |
| 28 | Essex | Administrative County | Administrative County | 1393587 | 680161 | 713426 | 581589 | 795400 | 104522 | 244783 | 171954 | 42913 | 17417 | 1393587 | 860906 | 4693 | 8295 | 6662 | 13526 | 2197 | 5165 | 392047 | 100096 | 15174 | 656820 | 486952 | 182561 | 52080 | 581589 | 255205 | 193345 | 107615 | 23257 | 2167 | 1247376 | 96679 | 17592 | 31940 | 1393587 | 17298 | 4.022605 | 1393587 | 346438.90 | 581589 | 1375440 | 18147 | 1393587 | 1264877 | 11165 | 2161 | 35653 | 6936 | 2801 | 6173 | 4975 | 12456 | 3462 | 2747 | 6361 | 9834 | 12143 | 4556 | 2010 | 2042 | 3235 | 11 | 7 | 4 | 27 | 49 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 1313856 | 18709 | 34860 | 20885 | 5277 | 1 |
| 29 | Gloucestershire | Administrative County | Administrative County | 596984 | 292586 | 304398 | 254615 | 353020 | 43480 | 106491 | 78426 | 18960 | 7258 | 596984 | 379144 | 1772 | 2222 | 539 | 5741 | 449 | 2940 | 159496 | 44681 | 5780 | 283942 | 210173 | 76317 | 20772 | 254615 | 122736 | 81780 | 40770 | 8529 | 800 | 534340 | 43596 | 6830 | 12218 | 596984 | 9279 | 2.250011 | 596984 | 265324.90 | 254615 | 586018 | 10966 | 596984 | 546599 | 3759 | 731 | 18558 | 3627 | 923 | 2353 | 1758 | 5729 | 942 | 960 | 1911 | 2891 | 2090 | 2313 | 747 | 364 | 729 | 0 | 6 | 3 | 10 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 569647 | 5150 | 12433 | 8661 | 1093 | 0 |
| 30 | Greenwich | London Borough | London Borough | 254557 | 126224 | 128333 | 101045 | 78185 | 42455 | 43058 | 12523 | 2321 | 688 | 254557 | 134632 | 4223 | 9087 | 492 | 17349 | 3490 | 1013 | 65034 | 19237 | 3235 | 127641 | 83875 | 29386 | 10420 | 101045 | 37600 | 34480 | 20809 | 7239 | 917 | 232543 | 13085 | 3519 | 5410 | 254557 | 2542 | 53.767760 | 254557 | 4734.38 | 101045 | 249991 | 4566 | 254557 | 133130 | 4291 | 430 | 21151 | 4011 | 2699 | 2361 | 3203 | 7836 | 2594 | 1645 | 5061 | 12758 | 35164 | 8051 | 5440 | 1069 | 3663 | 0 | 4 | 1 | 3 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 159002 | 48655 | 29894 | 12274 | 4732 | 2 |
| 31 | Hackney | London Borough | London Borough | 246270 | 122029 | 124241 | 101690 | 41800 | 65721 | 31157 | 4129 | 525 | 158 | 246270 | 95131 | 3075 | 1577 | 15477 | 34727 | 1872 | 1311 | 69454 | 23646 | 4109 | 128442 | 75699 | 26837 | 11183 | 101690 | 31994 | 36314 | 22514 | 9308 | 1560 | 228322 | 10734 | 3094 | 4120 | 246270 | 2221 | 129.184000 | 246270 | 1906.35 | 101690 | 244433 | 1837 | 246270 | 89030 | 5216 | 474 | 39897 | 4989 | 2866 | 3020 | 4994 | 7599 | 1905 | 6180 | 3436 | 6747 | 27976 | 19168 | 9714 | 1721 | 11338 | 0 | 6 | 1 | 0 | 7 | 2 | 1.758621 | 7.000000 | #2095DF | (186720.25, 260508.0] | 134617 | 56858 | 25867 | 15869 | 13059 | 2 |
| 32 | Halton | Unitary Authority | Unitary Authority | 125746 | 61368 | 64378 | 53312 | 59007 | 14380 | 22923 | 12893 | 2418 | 698 | 125746 | 94314 | 216 | 194 | 44 | 267 | 55 | 303 | 23543 | 6810 | 2133 | 58684 | 39693 | 17504 | 7732 | 53312 | 20060 | 16642 | 12238 | 4105 | 267 | 110728 | 8009 | 2440 | 4569 | 125746 | 1001 | 15.898060 | 125746 | 7909.52 | 53312 | 124874 | 872 | 125746 | 121210 | 654 | 41 | 1136 | 465 | 253 | 330 | 308 | 282 | 44 | 60 | 308 | 249 | 95 | 134 | 31 | 54 | 92 | 0 | 0 | 3 | 6 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 123041 | 260 | 943 | 1356 | 146 | 2 |
| 33 | Hammersmith and Fulham | London Borough | London Borough | 182493 | 88914 | 93579 | 80590 | 43843 | 44524 | 29496 | 5661 | 730 | 179 | 182493 | 98808 | 2060 | 2097 | 1161 | 18242 | 442 | 857 | 43487 | 15339 | 2364 | 103036 | 53374 | 17188 | 6531 | 80590 | 33427 | 27335 | 13749 | 5240 | 839 | 170159 | 7936 | 1867 | 2531 | 182493 | 2327 | 111.249100 | 182493 | 1640.40 | 80590 | 180652 | 1841 | 182493 | 81989 | 6321 | 217 | 35695 | 2769 | 1495 | 2649 | 3131 | 3451 | 1612 | 1056 | 3140 | 7376 | 10552 | 7111 | 3842 | 5228 | 4859 | 1 | 2 | 3 | 5 | 11 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 124222 | 21505 | 16635 | 10044 | 10087 | 2 |
| 34 | Hampshire | Administrative County | Administrative County | 1317788 | 644938 | 672850 | 545254 | 796638 | 80005 | 220861 | 182611 | 44568 | 17209 | 1317788 | 822179 | 7246 | 8928 | 1286 | 7999 | 2389 | 5694 | 367060 | 95007 | 11651 | 646983 | 460937 | 156806 | 41411 | 545254 | 274142 | 173320 | 80170 | 16139 | 1483 | 1184850 | 92224 | 14286 | 26428 | 1317788 | 20446 | 3.581969 | 1317788 | 367894.90 | 545254 | 1296211 | 21577 | 1317788 | 1209405 | 7361 | 2069 | 33288 | 4800 | 2340 | 6880 | 4031 | 10731 | 1803 | 2143 | 5605 | 15074 | 5090 | 2180 | 1028 | 1262 | 2698 | 2 | 8 | 4 | 28 | 42 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 1252123 | 8298 | 35356 | 18051 | 3960 | 1 |
| 35 | Haringey | London Borough | London Borough | 254926 | 126224 | 128702 | 101955 | 61515 | 52851 | 38911 | 8507 | 1333 | 353 | 254926 | 114659 | 2829 | 4539 | 7643 | 36130 | 808 | 1303 | 64202 | 22813 | 3780 | 126485 | 85567 | 28444 | 10650 | 101955 | 36356 | 34280 | 21949 | 7968 | 1402 | 236039 | 11812 | 2904 | 4171 | 254926 | 2774 | 86.157120 | 254926 | 2958.85 | 101955 | 253236 | 1690 | 254926 | 88424 | 6997 | 370 | 58552 | 4856 | 2609 | 3738 | 5345 | 5945 | 1920 | 4417 | 3744 | 8124 | 23037 | 18087 | 6706 | 2229 | 9826 | 1 | 6 | 2 | 3 | 12 | 2 | 1.758621 | 7.000000 | #2095DF | (186720.25, 260508.0] | 154343 | 47830 | 24150 | 16548 | 12055 | 2 |
| 36 | Harrow | London Borough | London Borough | 239056 | 118023 | 121033 | 84268 | 100326 | 19811 | 37013 | 20993 | 5012 | 1439 | 239056 | 89181 | 2700 | 60407 | 10538 | 29881 | 2752 | 5945 | 22871 | 14781 | 2638 | 113731 | 86069 | 28329 | 8289 | 84268 | 35196 | 28917 | 15813 | 3892 | 450 | 214436 | 15889 | 3947 | 4784 | 239056 | 4251 | 47.366810 | 239056 | 5046.91 | 84268 | 236970 | 2086 | 239056 | 73826 | 7336 | 181 | 19648 | 2344 | 1053 | 3417 | 2685 | 63051 | 7797 | 1378 | 2629 | 26953 | 8526 | 6812 | 4370 | 3708 | 3342 | 1 | 3 | 2 | 2 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 100991 | 19708 | 101808 | 9499 | 7050 | 2 |
| 37 | Hartlepool | Unitary Authority | Unitary Authority | 92028 | 44751 | 47277 | 40434 | 38269 | 14268 | 16573 | 7662 | 1535 | 396 | 92028 | 64349 | 152 | 168 | 9 | 689 | 97 | 178 | 20507 | 5879 | 1699 | 39816 | 30117 | 14607 | 5789 | 40434 | 14351 | 12821 | 9970 | 3104 | 188 | 82104 | 5325 | 1555 | 3044 | 92028 | 780 | 9.804701 | 92028 | 9386.11 | 40434 | 91091 | 937 | 92028 | 88924 | 193 | 40 | 742 | 180 | 54 | 173 | 143 | 266 | 291 | 214 | 229 | 304 | 129 | 36 | 5 | 57 | 48 | 0 | 1 | 0 | 4 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 89899 | 170 | 1304 | 550 | 105 | 2 |
| 38 | Havering | London Borough | London Borough | 237232 | 114209 | 123023 | 97199 | 117634 | 22364 | 42968 | 23831 | 5910 | 2126 | 237232 | 155597 | 760 | 2963 | 1159 | 4829 | 1928 | 648 | 53549 | 15799 | 2767 | 109131 | 84378 | 31492 | 9464 | 97199 | 38567 | 33711 | 20248 | 4272 | 401 | 212018 | 16094 | 3285 | 5835 | 237232 | 2383 | 21.112910 | 237232 | 11236.35 | 97199 | 235671 | 1561 | 237232 | 197615 | 2989 | 160 | 7185 | 1970 | 712 | 1154 | 1097 | 5017 | 1492 | 975 | 1459 | 2602 | 7581 | 2885 | 1015 | 311 | 1013 | 1 | 1 | 1 | 2 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 207949 | 11481 | 11545 | 4933 | 1324 | 2 |
| 39 | Herefordshire | Unitary Authority (county) | Unitary Authority (county) | 183477 | 90302 | 93175 | 78319 | 111829 | 12826 | 32556 | 23805 | 6395 | 2737 | 183477 | 124403 | 562 | 228 | 131 | 364 | 80 | 893 | 41766 | 15050 | 2151 | 83874 | 64494 | 25517 | 7441 | 78319 | 34469 | 26487 | 13969 | 3131 | 263 | 162801 | 13998 | 2362 | 4316 | 183477 | 3080 | 0.841741 | 183477 | 217973.20 | 78319 | 180595 | 2882 | 183477 | 171922 | 709 | 363 | 7175 | 407 | 146 | 415 | 302 | 490 | 80 | 32 | 277 | 560 | 160 | 103 | 68 | 105 | 163 | 1 | 0 | 1 | 5 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 180169 | 331 | 1439 | 1270 | 268 | 2 |
| 40 | Hertfordshire | Administrative County | Administrative County | 1116062 | 547110 | 568952 | 453817 | 626113 | 76823 | 191349 | 140172 | 32826 | 12647 | 1116062 | 650129 | 5502 | 21508 | 21345 | 30730 | 5048 | 5072 | 296046 | 80682 | 9487 | 568026 | 378624 | 125609 | 34316 | 453817 | 223886 | 143859 | 69844 | 14694 | 1534 | 1007447 | 75691 | 12256 | 20668 | 1116062 | 18561 | 6.792558 | 1116062 | 164306.60 | 453817 | 1101351 | 14711 | 1116062 | 902006 | 17260 | 1149 | 57080 | 8899 | 3250 | 8703 | 6645 | 28848 | 12302 | 5608 | 8462 | 17361 | 19722 | 8713 | 2966 | 2359 | 4729 | 8 | 6 | 8 | 23 | 45 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 977495 | 31401 | 72581 | 27497 | 7088 | 1 |
| 41 | Hillingdon | London Borough | London Borough | 273936 | 135811 | 138125 | 100214 | 122486 | 22716 | 43942 | 25193 | 6125 | 2238 | 273936 | 134813 | 2386 | 22033 | 1753 | 29065 | 18230 | 1669 | 46492 | 17495 | 2766 | 133627 | 96647 | 31492 | 9404 | 100214 | 40143 | 34824 | 19622 | 5029 | 596 | 248031 | 16563 | 3816 | 5526 | 273936 | 3371 | 23.676670 | 273936 | 11569.87 | 100214 | 267227 | 6709 | 273936 | 142916 | 5949 | 344 | 16822 | 2719 | 1409 | 3602 | 2749 | 36795 | 9200 | 2639 | 2889 | 17730 | 11275 | 4615 | 4192 | 2925 | 5166 | 2 | 6 | 0 | 1 | 9 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 166031 | 20082 | 69253 | 10479 | 8091 | 2 |
| 42 | Hounslow | London Borough | London Borough | 253957 | 127397 | 126560 | 94902 | 94042 | 29985 | 42744 | 16986 | 3942 | 1245 | 253957 | 106660 | 3617 | 26261 | 651 | 35666 | 22749 | 1540 | 40351 | 16462 | 2814 | 124442 | 89064 | 28552 | 9085 | 94902 | 35413 | 33763 | 19203 | 5774 | 749 | 231647 | 13897 | 3623 | 4790 | 253957 | 2897 | 45.360640 | 253957 | 5598.62 | 94902 | 251961 | 1996 | 253957 | 96264 | 4775 | 183 | 29283 | 2273 | 1730 | 3390 | 2956 | 48161 | 13676 | 2189 | 2405 | 20826 | 10787 | 3381 | 2645 | 3638 | 5395 | 1 | 3 | 0 | 4 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 130505 | 16813 | 87257 | 10349 | 9033 | 2 |
| 43 | Isle of Wight | Unitary Authority | Unitary Authority | 138265 | 67424 | 70841 | 61085 | 72788 | 13761 | 28314 | 14356 | 3468 | 1186 | 138265 | 83671 | 459 | 312 | 124 | 524 | 45 | 905 | 40950 | 11275 | 2032 | 56420 | 50514 | 22378 | 6921 | 61085 | 23935 | 21358 | 12460 | 2992 | 340 | 121845 | 10208 | 2108 | 4104 | 138265 | 1519 | 3.637012 | 138265 | 38016.10 | 61085 | 133713 | 4552 | 138265 | 131099 | 747 | 94 | 2605 | 507 | 123 | 738 | 341 | 435 | 80 | 131 | 219 | 649 | 141 | 115 | 47 | 52 | 142 | 1 | 0 | 0 | 4 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 134545 | 303 | 1514 | 1709 | 194 | 2 |
| 44 | Islington | London Borough | London Borough | 206125 | 101405 | 104720 | 93556 | 38629 | 60485 | 28507 | 3914 | 490 | 160 | 206125 | 82879 | 2117 | 2108 | 1915 | 19521 | 569 | 967 | 61911 | 34138 | 3473 | 106386 | 63382 | 23113 | 9771 | 93556 | 34289 | 31880 | 18351 | 7762 | 1274 | 189814 | 10044 | 2505 | 3762 | 206125 | 1931 | 138.716000 | 206125 | 1485.95 | 93556 | 200134 | 5991 | 206125 | 98322 | 8140 | 163 | 33890 | 4236 | 1912 | 2964 | 4227 | 3534 | 951 | 4662 | 4457 | 5430 | 12622 | 7943 | 5729 | 1893 | 5050 | 1 | 1 | 1 | 1 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 140515 | 26294 | 19034 | 13339 | 6943 | 2 |
| 45 | Kensington and Chelsea | London Borough (royal) | London Borough (royal) | 158649 | 78194 | 80455 | 78536 | 44536 | 43982 | 26866 | 6204 | 1046 | 438 | 158649 | 86005 | 2447 | 1386 | 3320 | 15812 | 263 | 778 | 32669 | 15969 | 1875 | 91764 | 45189 | 14464 | 5357 | 78536 | 34278 | 27161 | 11908 | 4366 | 823 | 147671 | 7472 | 1552 | 1954 | 158649 | 3093 | 130.796000 | 158649 | 1212.95 | 78536 | 155939 | 2710 | 158649 | 62271 | 3715 | 119 | 45912 | 1695 | 1148 | 3021 | 3122 | 2577 | 911 | 836 | 3968 | 7569 | 5536 | 3257 | 1540 | 6455 | 4997 | 1 | 0 | 3 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 112017 | 10333 | 15861 | 8986 | 11452 | 2 |
| 46 | Kent | Administrative County | Administrative County | 1463740 | 715613 | 748127 | 605638 | 790956 | 121094 | 258442 | 169541 | 40616 | 15945 | 1463740 | 915200 | 6802 | 10943 | 1777 | 13932 | 10545 | 6145 | 391591 | 106805 | 16669 | 683205 | 510399 | 194931 | 58536 | 605638 | 264980 | 200070 | 111252 | 26476 | 2860 | 1311963 | 97464 | 18432 | 35881 | 1463740 | 19074 | 4.130744 | 1463740 | 354352.60 | 605638 | 1435745 | 27995 | 1463740 | 1303558 | 10239 | 4685 | 52620 | 6266 | 2997 | 7520 | 5324 | 18136 | 2406 | 3381 | 5978 | 17713 | 11523 | 3293 | 1400 | 1535 | 5166 | 3 | 12 | 7 | 32 | 54 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1371102 | 16216 | 47614 | 22107 | 6701 | 1 |
| 47 | Kingston upon Hull | Unitary Authority (city) | Unitary Authority (city) | 256406 | 128420 | 127986 | 112596 | 90240 | 45748 | 47612 | 16002 | 2588 | 646 | 256406 | 140753 | 771 | 439 | 172 | 5447 | 289 | 794 | 89336 | 18405 | 4130 | 110555 | 89572 | 38102 | 14047 | 112596 | 37719 | 37207 | 27899 | 9024 | 747 | 232770 | 12602 | 3622 | 7412 | 256406 | 1488 | 35.886470 | 256406 | 7144.92 | 112596 | 252748 | 3658 | 256406 | 229920 | 550 | 284 | 10567 | 871 | 821 | 945 | 817 | 1086 | 882 | 755 | 2124 | 1624 | 2472 | 236 | 288 | 1134 | 1030 | 1 | 2 | 0 | 2 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 241321 | 2996 | 6471 | 3454 | 2164 | 2 |
| 48 | Kingston upon Thames | London Borough (royal) | London Borough (royal) | 160060 | 78103 | 81957 | 63639 | 70421 | 15997 | 30084 | 13740 | 2861 | 957 | 160060 | 84684 | 1771 | 7502 | 775 | 9474 | 1236 | 802 | 41183 | 12633 | 1267 | 84332 | 53598 | 16425 | 4438 | 63639 | 32175 | 20186 | 8892 | 2140 | 246 | 146772 | 9331 | 1611 | 2346 | 160060 | 2639 | 42.972700 | 160060 | 3724.69 | 63639 | 156358 | 3702 | 160060 | 101015 | 2718 | 95 | 15391 | 1238 | 700 | 2500 | 1831 | 6325 | 3009 | 892 | 2883 | 13043 | 2616 | 1027 | 378 | 2439 | 1960 | 1 | 3 | 1 | 1 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 119219 | 4021 | 26152 | 6269 | 4399 | 2 |
| 49 | Lambeth | London Borough | London Borough | 303086 | 150921 | 152165 | 130017 | 66791 | 75214 | 45077 | 8147 | 1219 | 360 | 303086 | 160944 | 2963 | 3119 | 1134 | 21500 | 440 | 1682 | 84803 | 26501 | 3557 | 160326 | 97286 | 31188 | 10729 | 130017 | 51814 | 44100 | 24158 | 8654 | 1291 | 282609 | 13035 | 3172 | 4270 | 303086 | 3186 | 113.001600 | 303086 | 2682.14 | 130017 | 300101 | 2985 | 303086 | 118250 | 7456 | 195 | 47124 | 8302 | 4301 | 3574 | 6983 | 4983 | 3072 | 2221 | 4573 | 6089 | 35187 | 28886 | 14469 | 1728 | 5693 | 1 | 9 | 3 | 5 | 18 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 173025 | 78542 | 20938 | 23160 | 7421 | 2 |
| 50 | Lancashire | Administrative County | Administrative County | 1171339 | 575146 | 596193 | 496299 | 599618 | 113467 | 215777 | 130414 | 27546 | 9095 | 1171339 | 805510 | 2792 | 5632 | 859 | 55722 | 1404 | 3682 | 224446 | 71292 | 16110 | 538205 | 394234 | 165605 | 57185 | 496299 | 213445 | 157329 | 96828 | 26275 | 2422 | 1038126 | 83377 | 17672 | 32164 | 1171339 | 14049 | 4.034645 | 1171339 | 290320.20 | 496299 | 1143277 | 28062 | 1171339 | 1050340 | 7125 | 821 | 22401 | 4573 | 1279 | 4571 | 2301 | 19212 | 36103 | 5811 | 4811 | 5117 | 1891 | 1789 | 418 | 1387 | 1389 | 4 | 12 | 11 | 28 | 55 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1080687 | 4098 | 71054 | 12724 | 2776 | 1 |
| 51 | Leicestershire | Administrative County | Administrative County | 650489 | 321416 | 329073 | 267434 | 380884 | 40821 | 110471 | 88377 | 20566 | 7199 | 650489 | 392363 | 1546 | 18508 | 528 | 9096 | 7978 | 2381 | 176123 | 41966 | 6053 | 308763 | 230844 | 82862 | 21967 | 267434 | 130582 | 84605 | 43817 | 7884 | 546 | 579761 | 48671 | 8017 | 14040 | 650489 | 9344 | 3.123029 | 650489 | 208287.90 | 267434 | 636274 | 14215 | 650489 | 578432 | 3528 | 411 | 12396 | 3024 | 714 | 3262 | 1551 | 28598 | 2099 | 2313 | 3502 | 4265 | 1990 | 1379 | 418 | 866 | 1741 | 0 | 8 | 3 | 8 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 594767 | 3787 | 40777 | 8551 | 2607 | 0 |
| 52 | Leicester | Unitary Authority (city) | Unitary Authority (city) | 329839 | 162884 | 166955 | 123125 | 110395 | 45375 | 51864 | 20787 | 3975 | 1124 | 329839 | 106872 | 1224 | 50087 | 295 | 61440 | 14457 | 1839 | 75280 | 18345 | 4930 | 148108 | 117551 | 44278 | 14972 | 123125 | 40214 | 41982 | 29765 | 9915 | 1249 | 298874 | 17503 | 5533 | 7929 | 329839 | 3332 | 44.989410 | 329839 | 7331.48 | 123125 | 321527 | 8312 | 329839 | 148629 | 2524 | 417 | 15066 | 4691 | 1161 | 3388 | 2340 | 93335 | 8067 | 3642 | 4245 | 13181 | 12480 | 4790 | 3315 | 3311 | 5257 | 1 | 3 | 1 | 9 | 14 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 166636 | 20585 | 122470 | 11580 | 8568 | 2 |
| 53 | Lewisham | London Borough | London Borough | 275885 | 134957 | 140928 | 116091 | 76507 | 55893 | 46991 | 10829 | 1875 | 503 | 275885 | 145588 | 3664 | 6562 | 643 | 17759 | 531 | 1478 | 75155 | 24505 | 3563 | 135428 | 93850 | 32289 | 10755 | 116091 | 44523 | 39640 | 22963 | 7871 | 1094 | 253364 | 13931 | 3502 | 5088 | 275885 | 2897 | 78.498180 | 275885 | 3514.54 | 116091 | 273342 | 2543 | 275885 | 114446 | 5206 | 208 | 27826 | 8539 | 3559 | 3045 | 5329 | 4600 | 1596 | 1388 | 6164 | 11786 | 32025 | 30854 | 12063 | 1456 | 5795 | 0 | 8 | 0 | 6 | 14 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 147686 | 74942 | 25534 | 20472 | 7251 | 2 |
| 54 | Lincolnshire | Administrative County | Administrative County | 713653 | 347605 | 366048 | 306971 | 402731 | 55407 | 137635 | 87271 | 19598 | 7060 | 713653 | 489184 | 1345 | 1486 | 439 | 2780 | 453 | 2605 | 164628 | 50733 | 9254 | 307017 | 256638 | 107948 | 32796 | 306971 | 127466 | 103324 | 61903 | 13237 | 1041 | 634391 | 48281 | 10205 | 20776 | 713653 | 9048 | 1.205369 | 713653 | 592061.90 | 306971 | 698748 | 14905 | 713653 | 663741 | 3278 | 617 | 28848 | 2073 | 815 | 1798 | 1504 | 2474 | 584 | 496 | 1737 | 2025 | 1540 | 661 | 360 | 420 | 682 | 2 | 3 | 3 | 13 | 21 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 696484 | 2561 | 7316 | 6190 | 1102 | 0 |
| 55 | London | London Borough (city) | London Borough (city) | 7375 | 4091 | 3284 | 4385 | 1692 | 3043 | 1100 | 173 | 51 | 18 | 7375 | 3344 | 92 | 145 | 166 | 409 | 18 | 28 | 2522 | 651 | 56 | 4112 | 2374 | 643 | 190 | 4385 | 1973 | 1772 | 499 | 122 | 19 | 6799 | 455 | 51 | 70 | 7375 | 78 | 25.450340 | 7375 | 289.78 | 4385 | 7187 | 188 | 7375 | 4243 | 180 | 3 | 1373 | 38 | 37 | 111 | 103 | 216 | 16 | 232 | 263 | 213 | 98 | 46 | 49 | 69 | 85 | 0 | 0 | 0 | 0 | 0 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 5799 | 193 | 940 | 289 | 154 | 2 |
| 56 | Luton | Unitary Authority | Unitary Authority | 203201 | 101954 | 101247 | 74293 | 80830 | 20389 | 32923 | 16499 | 3440 | 1042 | 203201 | 96271 | 652 | 6749 | 326 | 49991 | 2347 | 898 | 33594 | 12373 | 2446 | 94607 | 73300 | 25277 | 7571 | 74293 | 26640 | 26416 | 16185 | 4538 | 514 | 184945 | 10975 | 2836 | 4445 | 203201 | 2232 | 46.870940 | 203201 | 4335.33 | 74293 | 201549 | 1652 | 203201 | 90530 | 6126 | 198 | 14225 | 3831 | 915 | 1805 | 1730 | 10625 | 29353 | 13606 | 1497 | 5871 | 9169 | 8177 | 2563 | 1646 | 1334 | 1 | 3 | 1 | 4 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 111079 | 19909 | 60952 | 8281 | 2980 | 2 |
| 57 | Manchester | Metropolitan Borough (city) | Metropolitan Borough (city) | 503127 | 252623 | 250504 | 204969 | 150722 | 91248 | 83276 | 25598 | 3779 | 1068 | 503127 | 245247 | 3879 | 5452 | 2613 | 79496 | 2292 | 1889 | 127485 | 34774 | 8676 | 245334 | 159452 | 62651 | 27014 | 204969 | 70540 | 68763 | 45745 | 18104 | 1817 | 460487 | 23109 | 7568 | 11963 | 503127 | 3736 | 43.506200 | 503127 | 11564.49 | 204969 | 481030 | 22097 | 503127 | 298237 | 11843 | 509 | 24520 | 8877 | 4397 | 4791 | 5096 | 11417 | 42904 | 6437 | 13539 | 11689 | 25718 | 9642 | 8124 | 9503 | 5884 | 1 | 13 | 16 | 53 | 83 | 1 | 2.615385 | 14.230769 | #81DF20 | (260508.0, 516599.25] | 335109 | 43484 | 85986 | 23161 | 15387 | 0 |
| 58 | Medway | Unitary Authority | Unitary Authority | 263925 | 130825 | 133100 | 106209 | 133257 | 23231 | 45163 | 28790 | 6609 | 2416 | 263925 | 152637 | 937 | 2756 | 208 | 5169 | 3846 | 1392 | 78995 | 17985 | 2889 | 120662 | 95679 | 34307 | 10388 | 106209 | 44119 | 35652 | 20314 | 5550 | 574 | 238892 | 15001 | 3348 | 6684 | 263925 | 2492 | 13.743720 | 263925 | 19203.31 | 106209 | 259988 | 3937 | 263925 | 225654 | 1946 | 510 | 8469 | 1730 | 735 | 1546 | 1165 | 7132 | 1516 | 1304 | 1065 | 2598 | 4742 | 1428 | 493 | 517 | 1375 | 1 | 1 | 1 | 4 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 236579 | 6663 | 13615 | 5176 | 1892 | 2 |
| 59 | Merseyside | Metropolitan County | Metropolitan County | 1381189 | 671034 | 710155 | 602087 | 569170 | 211215 | 247753 | 116033 | 21323 | 5763 | 1381189 | 1022711 | 3908 | 4386 | 3014 | 19247 | 955 | 3090 | 238198 | 85680 | 26021 | 635847 | 432820 | 199347 | 87154 | 602087 | 218490 | 189669 | 141216 | 48380 | 4332 | 1215284 | 92343 | 26529 | 47033 | 1381189 | 12265 | 21.417740 | 1381189 | 64488.08 | 602087 | 1355114 | 26075 | 1381189 | 1268277 | 13342 | 457 | 23227 | 6395 | 4894 | 4638 | 5027 | 7896 | 2566 | 2366 | 11554 | 6023 | 9792 | 2066 | 2694 | 6379 | 3596 | 1 | 16 | 8 | 18 | 43 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1305303 | 14552 | 30405 | 20954 | 9975 | 1 |
| 60 | Merton | London Borough | London Borough | 199693 | 98515 | 101178 | 78757 | 72777 | 25644 | 37557 | 12462 | 2377 | 717 | 199693 | 111993 | 1884 | 12203 | 791 | 16262 | 498 | 810 | 41231 | 14021 | 1749 | 103891 | 67098 | 21025 | 5930 | 78757 | 36641 | 25594 | 12685 | 3457 | 380 | 183366 | 10531 | 2408 | 3388 | 199693 | 2866 | 53.097550 | 199693 | 3760.87 | 78757 | 198217 | 1476 | 199693 | 96658 | 4417 | 216 | 28315 | 2579 | 1279 | 2829 | 2647 | 8106 | 7337 | 2216 | 2618 | 15866 | 10442 | 8126 | 2243 | 1413 | 2386 | 1 | 1 | 0 | 2 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 129606 | 20811 | 36143 | 9334 | 3799 | 2 |
| 61 | Middlesbrough | Unitary Authority | Unitary Authority | 138412 | 67732 | 70680 | 57203 | 51821 | 21488 | 22963 | 10207 | 1945 | 600 | 138412 | 87511 | 370 | 591 | 45 | 9757 | 564 | 246 | 30797 | 8531 | 2542 | 62855 | 45295 | 19719 | 8001 | 57203 | 19729 | 18615 | 13717 | 4789 | 353 | 124252 | 7516 | 2301 | 4343 | 138412 | 1040 | 25.691470 | 138412 | 5387.47 | 57203 | 136156 | 2256 | 138412 | 119106 | 574 | 85 | 2290 | 541 | 452 | 904 | 465 | 1477 | 6811 | 244 | 904 | 1332 | 1470 | 92 | 169 | 950 | 546 | 0 | 1 | 0 | 0 | 1 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 122055 | 1731 | 10768 | 2362 | 1496 | 2 |
| 62 | Milton Keynes | Unitary Authority | Unitary Authority | 248821 | 123116 | 125705 | 98584 | 128029 | 18656 | 42633 | 29364 | 6009 | 1922 | 248821 | 131352 | 1246 | 6918 | 427 | 11913 | 1372 | 1216 | 77939 | 16438 | 2333 | 124826 | 86778 | 26929 | 7955 | 98584 | 46086 | 31678 | 16220 | 4169 | 431 | 227024 | 14018 | 2991 | 4788 | 248821 | 3395 | 8.062236 | 248821 | 30862.53 | 98584 | 246715 | 2106 | 248821 | 183934 | 2498 | 72 | 12590 | 2243 | 1597 | 2228 | 2167 | 8106 | 3851 | 1989 | 2722 | 6114 | 13058 | 2524 | 1549 | 565 | 1014 | 1 | 1 | 1 | 7 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 199094 | 17131 | 22782 | 8235 | 1579 | 2 |
| 63 | Newham | London Borough | London Borough | 307984 | 160336 | 147648 | 101519 | 61092 | 52849 | 38531 | 8405 | 1386 | 348 | 307984 | 123119 | 2446 | 26962 | 342 | 98456 | 6421 | 1090 | 29373 | 19775 | 4564 | 149269 | 106549 | 34839 | 12763 | 101519 | 25356 | 38692 | 26412 | 9748 | 1311 | 283380 | 13094 | 5191 | 6319 | 307984 | 2461 | 85.023030 | 307984 | 3622.36 | 101519 | 306009 | 1975 | 307984 | 51516 | 2172 | 462 | 35066 | 3957 | 3319 | 2677 | 3992 | 42484 | 30307 | 37262 | 3930 | 19912 | 37811 | 15050 | 7395 | 3523 | 7149 | 2 | 2 | 1 | 2 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 89216 | 60256 | 133895 | 13945 | 10672 | 2 |
| 64 | Norfolk | Administrative County | Administrative County | 857888 | 420160 | 437728 | 372085 | 484255 | 70096 | 166827 | 102064 | 23973 | 9125 | 857888 | 523163 | 2901 | 2295 | 983 | 5021 | 461 | 3933 | 254240 | 64891 | 10706 | 366280 | 314157 | 129218 | 37527 | 372085 | 153938 | 126531 | 74131 | 16122 | 1363 | 763197 | 59858 | 11626 | 23207 | 857888 | 9721 | 1.597390 | 857888 | 537056.10 | 372085 | 841042 | 16846 | 857888 | 793086 | 3677 | 922 | 30333 | 2493 | 1905 | 2979 | 2650 | 4043 | 700 | 933 | 3208 | 4133 | 3096 | 905 | 608 | 963 | 1254 | 7 | 4 | 7 | 19 | 37 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 828018 | 4609 | 13017 | 10027 | 2217 | 0 |
| 65 | North East Lincolnshire | Unitary Authority | Unitary Authority | 159616 | 78247 | 81369 | 69707 | 70625 | 21481 | 30338 | 14469 | 2638 | 781 | 159616 | 96836 | 347 | 386 | 64 | 1332 | 158 | 533 | 48476 | 11484 | 2153 | 70242 | 55935 | 23779 | 7507 | 69707 | 26569 | 23201 | 15505 | 4132 | 300 | 143623 | 9114 | 2117 | 4762 | 159616 | 1387 | 8.320054 | 159616 | 19184.49 | 69707 | 157786 | 1830 | 159616 | 152240 | 414 | 26 | 2741 | 381 | 161 | 369 | 275 | 513 | 195 | 268 | 605 | 548 | 306 | 71 | 34 | 265 | 204 | 0 | 5 | 0 | 4 | 9 | 2 | 1.758621 | 7.000000 | #2095DF | (7374.999, 186720.25] | 155421 | 411 | 2129 | 1186 | 469 | 2 |
| 66 | North Lincolnshire | Unitary Authority | Unitary Authority | 167446 | 82623 | 84823 | 70684 | 89482 | 14617 | 30714 | 19450 | 4454 | 1449 | 167446 | 110554 | 381 | 445 | 48 | 3024 | 538 | 417 | 40176 | 11863 | 2069 | 73234 | 59883 | 24667 | 7593 | 70684 | 29434 | 23407 | 14508 | 3116 | 219 | 149289 | 11092 | 2381 | 4684 | 167446 | 1777 | 1.978535 | 167446 | 84631.29 | 70684 | 165871 | 1575 | 167446 | 154526 | 727 | 90 | 5405 | 341 | 166 | 451 | 286 | 1122 | 862 | 1443 | 530 | 592 | 365 | 64 | 65 | 173 | 238 | 1 | 2 | 1 | 4 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 160748 | 494 | 4549 | 1244 | 411 | 2 |
| 67 | North Somerset | Unitary Authority | Unitary Authority | 202566 | 98463 | 104103 | 88227 | 121381 | 15151 | 36867 | 27620 | 6248 | 2341 | 202566 | 123545 | 554 | 340 | 157 | 869 | 95 | 939 | 60867 | 15200 | 2382 | 93803 | 70435 | 27670 | 8276 | 88227 | 41762 | 28397 | 14492 | 3212 | 364 | 180253 | 15172 | 2577 | 4564 | 202566 | 2727 | 5.419304 | 202566 | 37378.60 | 88227 | 199225 | 3341 | 202566 | 190553 | 1113 | 176 | 5234 | 681 | 256 | 698 | 398 | 817 | 111 | 299 | 619 | 590 | 383 | 188 | 61 | 127 | 262 | 0 | 2 | 1 | 4 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 197076 | 632 | 2436 | 2033 | 389 | 2 |
| 68 | North Yorkshire | Administrative County | Administrative County | 598376 | 294110 | 304266 | 256594 | 345907 | 45716 | 110448 | 76275 | 17670 | 6485 | 598376 | 415237 | 1609 | 1181 | 563 | 2146 | 192 | 1889 | 133023 | 42536 | 5953 | 285526 | 206349 | 78814 | 21734 | 256594 | 122837 | 83245 | 41705 | 8153 | 654 | 533597 | 44753 | 7190 | 12836 | 598376 | 9956 | 0.744470 | 598376 | 803761.30 | 256594 | 582624 | 15752 | 598376 | 565055 | 2381 | 588 | 14451 | 1315 | 662 | 1821 | 1245 | 1631 | 894 | 275 | 1733 | 2823 | 1428 | 372 | 624 | 357 | 721 | 0 | 8 | 2 | 14 | 24 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 582475 | 2424 | 7356 | 5043 | 1078 | 0 |
| 69 | Northamptonshire | Administrative County | Administrative County | 691952 | 341342 | 350610 | 287730 | 386622 | 54332 | 118068 | 87951 | 20204 | 7175 | 691952 | 414265 | 2194 | 8014 | 679 | 12104 | 2765 | 2882 | 202379 | 46670 | 7053 | 324025 | 249082 | 87222 | 24570 | 287730 | 131085 | 93387 | 50366 | 11862 | 1030 | 622454 | 46320 | 8259 | 14919 | 691952 | 9222 | 2.927073 | 691952 | 236397.30 | 287730 | 681850 | 10102 | 691952 | 592755 | 6704 | 527 | 32836 | 6064 | 1925 | 3251 | 2942 | 12264 | 2312 | 4264 | 2846 | 3741 | 9552 | 5254 | 2117 | 845 | 1753 | 1 | 9 | 2 | 17 | 29 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 632822 | 16923 | 25427 | 14182 | 2598 | 0 |
| 70 | Northumberland | Administrative County | Administrative County | 316028 | 154124 | 161904 | 138534 | 168974 | 30543 | 60875 | 36916 | 7671 | 2529 | 316028 | 216673 | 578 | 335 | 169 | 1018 | 494 | 980 | 75620 | 20161 | 4359 | 138990 | 108458 | 48580 | 15641 | 138534 | 60451 | 44844 | 26716 | 6150 | 373 | 280331 | 22304 | 4553 | 8840 | 316028 | 3922 | 0.630415 | 316028 | 501301.80 | 138534 | 310591 | 5437 | 316028 | 307097 | 833 | 156 | 2980 | 515 | 230 | 624 | 323 | 939 | 351 | 295 | 452 | 621 | 193 | 114 | 31 | 73 | 201 | 1 | 7 | 3 | 10 | 21 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 311066 | 338 | 2658 | 1692 | 274 | 2 |
| 71 | Nottinghamshire | Administrative County | Administrative County | 785802 | 386722 | 399080 | 334303 | 419187 | 69687 | 144941 | 93973 | 19461 | 6241 | 785802 | 481994 | 1860 | 3480 | 717 | 6963 | 3132 | 2689 | 230138 | 54829 | 10429 | 352053 | 270336 | 115940 | 37044 | 334303 | 144243 | 106363 | 67077 | 15535 | 1085 | 695104 | 57426 | 11592 | 21680 | 785802 | 8941 | 3.769243 | 785802 | 208477.40 | 334303 | 774338 | 11464 | 785802 | 727938 | 4133 | 456 | 18276 | 5174 | 961 | 2719 | 1862 | 7204 | 3470 | 600 | 2942 | 2923 | 1754 | 2782 | 566 | 815 | 1227 | 1 | 10 | 1 | 7 | 19 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 750803 | 5102 | 17139 | 10716 | 2042 | 0 |
| 72 | Nottingham | Unitary Authority (city) | Unitary Authority (city) | 305680 | 153777 | 151903 | 126131 | 96284 | 55093 | 50614 | 16785 | 2830 | 809 | 305680 | 135216 | 2051 | 4498 | 1069 | 26919 | 4312 | 1483 | 106954 | 23178 | 4666 | 141038 | 103332 | 41581 | 15063 | 126131 | 43326 | 42708 | 29144 | 9942 | 1011 | 278726 | 15211 | 4314 | 7429 | 305680 | 2556 | 40.969500 | 305680 | 7461.16 | 126131 | 289738 | 15942 | 305680 | 199990 | 2819 | 326 | 15563 | 12166 | 2004 | 3304 | 2791 | 9901 | 16771 | 1049 | 5988 | 6330 | 9877 | 9382 | 2926 | 2372 | 2121 | 0 | 2 | 2 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 218698 | 22185 | 40039 | 20265 | 4493 | 2 |
| 73 | Oxfordshire | Administrative County | Administrative County | 653798 | 322971 | 330827 | 258855 | 357634 | 45340 | 107358 | 79519 | 19148 | 7490 | 653798 | 393906 | 3257 | 3878 | 1893 | 15734 | 1192 | 2716 | 182344 | 48878 | 5107 | 342600 | 218698 | 69321 | 18072 | 258855 | 134689 | 80088 | 35844 | 7483 | 751 | 592667 | 43767 | 6403 | 10961 | 653798 | 12177 | 2.509863 | 653798 | 260491.50 | 258855 | 624099 | 29699 | 653798 | 546801 | 6291 | 623 | 40289 | 3759 | 1557 | 4521 | 3396 | 8140 | 7846 | 2491 | 5618 | 7562 | 7039 | 3070 | 1315 | 1358 | 2122 | 1 | 8 | 4 | 21 | 34 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 594004 | 11424 | 31657 | 13233 | 3480 | 0 |
| 74 | Peterborough | Unitary Authority | Unitary Authority | 183631 | 90859 | 92772 | 74023 | 83910 | 18412 | 33372 | 17712 | 3452 | 1075 | 183631 | 104202 | 463 | 2320 | 144 | 17251 | 1184 | 591 | 45183 | 12293 | 2076 | 81275 | 68493 | 24362 | 7425 | 74023 | 29667 | 24589 | 15215 | 4115 | 437 | 165941 | 10732 | 2616 | 4342 | 183631 | 2040 | 5.347777 | 183631 | 34337.82 | 74023 | 181827 | 1804 | 183631 | 130232 | 1257 | 560 | 19495 | 1542 | 827 | 1384 | 1195 | 4636 | 12078 | 229 | 872 | 3677 | 2480 | 1174 | 510 | 428 | 1055 | 2 | 2 | 1 | 5 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 151544 | 4164 | 21492 | 4948 | 1483 | 2 |
| 75 | Plymouth | Unitary Authority (city) | Unitary Authority (city) | 256384 | 126684 | 129700 | 109307 | 115466 | 30438 | 49904 | 23251 | 4425 | 1289 | 256384 | 148917 | 881 | 567 | 168 | 2078 | 89 | 1198 | 84295 | 18191 | 3684 | 117976 | 85956 | 35756 | 13012 | 109307 | 43157 | 36415 | 22169 | 6754 | 812 | 229137 | 15624 | 4057 | 7566 | 256384 | 1978 | 32.114800 | 256384 | 7983.36 | 109307 | 251100 | 5284 | 256384 | 238263 | 1105 | 153 | 6988 | 904 | 523 | 1028 | 832 | 875 | 202 | 359 | 1251 | 1219 | 1106 | 343 | 229 | 399 | 605 | 2 | 1 | 1 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 246509 | 1678 | 3906 | 3287 | 1004 | 2 |
| 76 | Poole | Unitary Authority | Unitary Authority | 147645 | 72121 | 75524 | 63530 | 84638 | 11245 | 28006 | 18431 | 4322 | 1526 | 147645 | 89243 | 538 | 511 | 404 | 1035 | 79 | 717 | 43922 | 11196 | 1780 | 68689 | 51486 | 19849 | 5841 | 63530 | 28688 | 21222 | 11125 | 2264 | 231 | 131433 | 10761 | 1846 | 3605 | 147645 | 1718 | 22.801160 | 147645 | 6475.33 | 63530 | 145103 | 2542 | 147645 | 135698 | 756 | 214 | 4855 | 491 | 246 | 680 | 499 | 1098 | 96 | 382 | 698 | 1002 | 329 | 119 | 72 | 127 | 283 | 0 | 1 | 1 | 1 | 3 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 141523 | 520 | 3276 | 1916 | 410 | 2 |
| 77 | Portsmouth | Unitary Authority (city) | Unitary Authority (city) | 205056 | 103201 | 101855 | 85473 | 81389 | 28533 | 37396 | 15776 | 2948 | 820 | 205056 | 106999 | 1162 | 1282 | 235 | 7162 | 468 | 1050 | 71826 | 14872 | 2359 | 97795 | 71443 | 25464 | 7995 | 85473 | 35779 | 28114 | 16105 | 4894 | 581 | 187920 | 10794 | 2239 | 4103 | 205056 | 1610 | 50.742120 | 205056 | 4041.14 | 85473 | 200052 | 5004 | 205056 | 172313 | 1071 | 85 | 7713 | 1103 | 935 | 2381 | 1048 | 2911 | 539 | 3649 | 2611 | 2764 | 2958 | 540 | 279 | 1078 | 1078 | 1 | 2 | 1 | 6 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 181182 | 3777 | 12474 | 5467 | 2156 | 2 |
| 78 | Redbridge | London Borough | London Borough | 278970 | 138073 | 140897 | 99105 | 106339 | 27697 | 44548 | 20684 | 4762 | 1414 | 278970 | 102755 | 1840 | 31699 | 10213 | 64999 | 17377 | 1348 | 30691 | 18048 | 3196 | 134230 | 97595 | 33470 | 10479 | 99105 | 38422 | 34616 | 20000 | 5455 | 612 | 251679 | 17182 | 4405 | 5704 | 278970 | 3793 | 49.452770 | 278970 | 5641.14 | 99105 | 277323 | 1647 | 278970 | 96253 | 3900 | 140 | 18353 | 3204 | 1692 | 3251 | 3309 | 45660 | 31051 | 16011 | 3000 | 20781 | 12357 | 9064 | 3424 | 1551 | 5969 | 1 | 3 | 2 | 2 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 118646 | 24845 | 116503 | 11456 | 7520 | 2 |
| 79 | Redcar and Cleveland | Unitary Authority | Unitary Authority | 135177 | 65655 | 69522 | 59605 | 64747 | 16935 | 25367 | 13646 | 2832 | 825 | 135177 | 95111 | 187 | 64 | 33 | 598 | 43 | 362 | 30054 | 8725 | 2415 | 57285 | 45844 | 21449 | 8184 | 59605 | 22517 | 19351 | 13773 | 3681 | 283 | 119143 | 9004 | 2450 | 4580 | 135177 | 1096 | 5.519792 | 135177 | 24489.51 | 59605 | 133929 | 1248 | 135177 | 131928 | 415 | 85 | 775 | 298 | 107 | 273 | 175 | 91 | 295 | 94 | 155 | 234 | 80 | 34 | 8 | 37 | 93 | 1 | 2 | 2 | 5 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 133203 | 122 | 869 | 853 | 130 | 2 |
| 80 | Richmond upon Thames | London Borough | London Borough | 186990 | 91149 | 95841 | 79835 | 84918 | 19751 | 40079 | 16289 | 2926 | 790 | 186990 | 103319 | 1577 | 3051 | 1409 | 6128 | 1581 | 890 | 53195 | 15840 | 1406 | 107217 | 57088 | 16662 | 4617 | 79835 | 46005 | 22322 | 8994 | 2237 | 277 | 171188 | 11816 | 1605 | 2381 | 186990 | 3661 | 32.568030 | 186990 | 5741.52 | 79835 | 184098 | 2892 | 186990 | 133582 | 4766 | 95 | 22282 | 1250 | 731 | 2857 | 1942 | 5202 | 1163 | 867 | 1753 | 4622 | 1643 | 840 | 333 | 1172 | 1890 | 1 | 2 | 1 | 6 | 10 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 160725 | 2816 | 13607 | 6780 | 3062 | 2 |
| 81 | Rutland | Unitary Authority | Unitary Authority | 37369 | 18915 | 18454 | 15002 | 22542 | 1859 | 6152 | 5222 | 1328 | 441 | 37369 | 25481 | 100 | 75 | 54 | 131 | 31 | 149 | 8728 | 2620 | 283 | 18828 | 12718 | 4532 | 1008 | 15002 | 8042 | 4679 | 1936 | 332 | 13 | 33570 | 2772 | 356 | 671 | 37369 | 842 | 0.979489 | 37369 | 38151.51 | 15002 | 34252 | 3117 | 37369 | 35241 | 217 | 58 | 785 | 123 | 23 | 141 | 102 | 113 | 38 | 7 | 125 | 82 | 116 | 107 | 28 | 5 | 58 | 0 | 0 | 0 | 1 | 1 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 36301 | 251 | 365 | 389 | 63 | 2 |
| 82 | Shropshire | Administrative County | Administrative County | 306129 | 151606 | 154523 | 129674 | 184779 | 20483 | 54671 | 39927 | 10291 | 4302 | 306129 | 210268 | 792 | 378 | 127 | 989 | 256 | 1113 | 69725 | 22481 | 3457 | 142309 | 106909 | 41475 | 11979 | 129674 | 59558 | 42311 | 22718 | 4713 | 374 | 271869 | 22835 | 4046 | 7379 | 306129 | 4905 | 0.957460 | 306129 | 319730.30 | 129674 | 298183 | 7946 | 306129 | 292047 | 1410 | 312 | 6105 | 765 | 231 | 669 | 503 | 752 | 216 | 208 | 1020 | 893 | 302 | 164 | 114 | 179 | 239 | 2 | 3 | 2 | 4 | 11 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 299874 | 580 | 3089 | 2168 | 418 | 2 |
| 83 | Somerset | Administrative County | Administrative County | 529972 | 258396 | 271576 | 226989 | 318697 | 36092 | 98217 | 68317 | 17352 | 7011 | 529972 | 339211 | 1612 | 506 | 337 | 1470 | 100 | 3361 | 141071 | 42304 | 5718 | 241500 | 187101 | 74426 | 21227 | 226989 | 101303 | 76133 | 40561 | 8233 | 759 | 471590 | 39353 | 6716 | 12313 | 529972 | 8053 | 1.535907 | 529972 | 345054.80 | 226989 | 517124 | 12848 | 529972 | 501558 | 2257 | 733 | 14707 | 1200 | 650 | 1407 | 984 | 1069 | 203 | 442 | 1247 | 1912 | 607 | 291 | 115 | 175 | 415 | 2 | 8 | 2 | 13 | 25 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 519255 | 1013 | 4873 | 4241 | 590 | 0 |
| 84 | South Gloucestershire | Unitary Authority | Unitary Authority | 262767 | 130424 | 132343 | 107538 | 158289 | 14044 | 45398 | 36103 | 8618 | 3375 | 262767 | 156504 | 708 | 1681 | 145 | 2176 | 623 | 888 | 80607 | 19435 | 2455 | 129141 | 91675 | 30940 | 8556 | 107538 | 54100 | 33900 | 16216 | 3042 | 280 | 235128 | 19279 | 2976 | 5384 | 262767 | 2948 | 5.287641 | 262767 | 49694.56 | 107538 | 258207 | 4560 | 262767 | 241611 | 1223 | 271 | 6469 | 1516 | 396 | 1016 | 739 | 2699 | 698 | 238 | 1312 | 1493 | 987 | 980 | 251 | 366 | 502 | 1 | 4 | 1 | 10 | 16 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 249574 | 2218 | 6440 | 3667 | 868 | 2 |
| 85 | South Yorkshire | Metropolitan County | Metropolitan County | 1343601 | 661772 | 681829 | 565442 | 597538 | 166934 | 241096 | 125950 | 24370 | 7092 | 1343601 | 818974 | 3710 | 5112 | 938 | 58350 | 2572 | 4111 | 359491 | 90343 | 21183 | 597414 | 452212 | 198715 | 74077 | 565442 | 215540 | 181274 | 129512 | 36324 | 2792 | 1194696 | 86920 | 21570 | 40415 | 1343601 | 11640 | 8.659841 | 1343601 | 155153.10 | 565442 | 1321137 | 22464 | 1343601 | 1183179 | 5417 | 1234 | 27823 | 8294 | 2215 | 5666 | 4616 | 9136 | 32538 | 3612 | 9551 | 9374 | 15519 | 6716 | 3517 | 9412 | 5782 | 1 | 13 | 8 | 29 | 51 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1217653 | 25752 | 64211 | 20791 | 15194 | 1 |
| 86 | Southampton | Unitary Authority (city) | Unitary Authority (city) | 236882 | 119453 | 117429 | 98254 | 101546 | 28996 | 43938 | 20099 | 3969 | 1252 | 236882 | 122018 | 1331 | 2482 | 254 | 9903 | 3476 | 1329 | 79379 | 16710 | 2848 | 112653 | 82880 | 29278 | 9223 | 98254 | 39116 | 32798 | 19691 | 5871 | 778 | 216519 | 12681 | 2880 | 4802 | 236882 | 1886 | 47.481530 | 236882 | 4988.93 | 98254 | 228459 | 8423 | 236882 | 183980 | 1746 | 341 | 17461 | 1678 | 941 | 1796 | 1263 | 6742 | 3019 | 1401 | 3449 | 5281 | 3508 | 1132 | 427 | 1312 | 1405 | 0 | 1 | 1 | 6 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 203528 | 5067 | 19892 | 5678 | 2717 | 2 |
| 87 | Southend-on-Sea | Unitary Authority | Unitary Authority | 173658 | 85037 | 88621 | 74678 | 81304 | 20383 | 33268 | 16574 | 3406 | 1047 | 173658 | 96755 | 801 | 1161 | 2150 | 3309 | 149 | 908 | 54880 | 13545 | 2190 | 78341 | 60929 | 24420 | 7778 | 74678 | 29872 | 24948 | 14927 | 4381 | 550 | 155976 | 11412 | 2131 | 4139 | 173658 | 1852 | 41.588750 | 173658 | 4175.60 | 74678 | 171489 | 2169 | 173658 | 151136 | 1496 | 162 | 6229 | 1039 | 741 | 977 | 894 | 1810 | 1059 | 933 | 1084 | 1554 | 2728 | 524 | 395 | 297 | 600 | 1 | 0 | 1 | 4 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 159023 | 3647 | 6440 | 3651 | 897 | 2 |
| 88 | Southwark | London Borough | London Borough | 288283 | 142618 | 145665 | 120422 | 60438 | 70312 | 41622 | 7173 | 1033 | 282 | 288283 | 151462 | 3884 | 3668 | 1006 | 24551 | 653 | 1350 | 77098 | 24611 | 3596 | 154204 | 90004 | 29935 | 10544 | 120422 | 43590 | 42428 | 24121 | 8961 | 1322 | 267558 | 12531 | 3446 | 4748 | 288283 | 3087 | 99.910580 | 288283 | 2885.41 | 120422 | 282560 | 5723 | 288283 | 114534 | 6222 | 263 | 35330 | 5677 | 3687 | 3003 | 5411 | 5819 | 1623 | 3912 | 8074 | 7764 | 47413 | 17974 | 12124 | 2440 | 7013 | 1 | 3 | 1 | 2 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 156349 | 77511 | 27192 | 17778 | 9453 | 2 |
| 89 | Staffordshire | Administrative County | Administrative County | 848489 | 419918 | 428571 | 355263 | 485343 | 63893 | 146504 | 109218 | 26358 | 9290 | 848489 | 578352 | 2017 | 2773 | 299 | 10817 | 3086 | 2783 | 193662 | 54700 | 10849 | 384565 | 298517 | 117417 | 37141 | 355263 | 156703 | 113504 | 68922 | 14985 | 1149 | 749657 | 63791 | 12628 | 22413 | 848489 | 9941 | 3.238162 | 848489 | 262028.00 | 355263 | 832952 | 15537 | 848489 | 793809 | 3853 | 433 | 13520 | 4572 | 675 | 2708 | 1649 | 6452 | 7023 | 651 | 2726 | 3804 | 1735 | 2446 | 629 | 569 | 1235 | 0 | 9 | 3 | 15 | 27 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 811615 | 4810 | 20656 | 9604 | 1804 | 0 |
| 90 | Stockton-on-Tees | Unitary Authority | Unitary Authority | 191610 | 94082 | 97528 | 79159 | 91623 | 20524 | 32728 | 20487 | 4222 | 1198 | 191610 | 130723 | 388 | 675 | 94 | 4143 | 625 | 382 | 42910 | 11670 | 2836 | 88811 | 64282 | 26385 | 9296 | 79159 | 34306 | 24692 | 15755 | 4114 | 292 | 171686 | 11683 | 2933 | 5308 | 191610 | 1991 | 9.395844 | 191610 | 20393.06 | 79159 | 187959 | 3651 | 191610 | 178965 | 536 | 143 | 1655 | 419 | 316 | 823 | 439 | 1488 | 3072 | 132 | 866 | 1074 | 936 | 84 | 113 | 236 | 313 | 0 | 1 | 1 | 3 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 181299 | 1133 | 6632 | 1997 | 549 | 2 |
| 91 | Stoke-on-Trent | Unitary Authority (city) | Unitary Authority (city) | 249008 | 123995 | 125013 | 107575 | 107833 | 33225 | 47582 | 21535 | 4132 | 1101 | 249008 | 151624 | 760 | 1384 | 66 | 14993 | 579 | 923 | 62737 | 15942 | 4652 | 104510 | 86311 | 38179 | 15356 | 107575 | 36409 | 33967 | 27659 | 8902 | 638 | 221623 | 15214 | 4357 | 7814 | 249008 | 1545 | 26.646060 | 249008 | 9345.02 | 107575 | 246075 | 2933 | 249008 | 215222 | 636 | 183 | 4671 | 1892 | 559 | 1347 | 693 | 2329 | 10429 | 1097 | 1224 | 3363 | 2536 | 834 | 371 | 408 | 1214 | 1 | 3 | 1 | 8 | 13 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 220712 | 3741 | 18442 | 4491 | 1622 | 2 |
| 92 | Suffolk | Administrative County | Administrative County | 728163 | 359787 | 368376 | 310745 | 416500 | 55661 | 135039 | 90758 | 21254 | 8033 | 728163 | 443632 | 2094 | 2274 | 677 | 5818 | 626 | 2934 | 215921 | 54187 | 7547 | 334121 | 260145 | 99088 | 27262 | 310745 | 136271 | 104965 | 56586 | 11900 | 1023 | 650418 | 51507 | 9044 | 17194 | 728163 | 9780 | 1.916126 | 728163 | 380018.40 | 310745 | 714113 | 14050 | 728163 | 661458 | 3744 | 604 | 27389 | 4733 | 1785 | 2787 | 3167 | 3999 | 697 | 2253 | 2159 | 4023 | 2624 | 2509 | 1721 | 320 | 2191 | 7 | 12 | 2 | 18 | 39 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 693195 | 6854 | 13131 | 12472 | 2511 | 0 |
| 93 | Surrey | Administrative County | Administrative County | 1132390 | 554665 | 577725 | 455791 | 687072 | 59865 | 184249 | 155920 | 39607 | 16150 | 1132390 | 711110 | 6019 | 15018 | 3055 | 24378 | 3783 | 4137 | 280814 | 84076 | 8529 | 593689 | 380019 | 119554 | 30599 | 455791 | 243546 | 140441 | 59140 | 11503 | 1161 | 1023957 | 78920 | 11039 | 18474 | 1132390 | 21694 | 6.811376 | 1132390 | 166249.80 | 455791 | 1105800 | 26590 | 1132390 | 945673 | 13012 | 2261 | 62736 | 4920 | 2736 | 9657 | 6241 | 20232 | 10818 | 3400 | 9461 | 19587 | 7828 | 3303 | 1299 | 4101 | 5125 | 2 | 13 | 5 | 18 | 38 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1023682 | 12430 | 63498 | 23554 | 9226 | 1 |
| 94 | Sutton | London Borough | London Borough | 190146 | 92443 | 97703 | 78174 | 91266 | 18303 | 36110 | 18214 | 4118 | 1429 | 190146 | 111086 | 1368 | 8038 | 486 | 7726 | 325 | 796 | 46817 | 13504 | 1716 | 92668 | 67563 | 22127 | 6072 | 78174 | 35636 | 26211 | 12776 | 3195 | 356 | 171848 | 12436 | 2242 | 3620 | 190146 | 2587 | 43.362630 | 190146 | 4385.02 | 78174 | 188695 | 1451 | 190146 | 134854 | 3219 | 193 | 11183 | 2298 | 838 | 2286 | 1712 | 6454 | 2595 | 1183 | 2240 | 9563 | 5471 | 2742 | 907 | 976 | 1432 | 1 | 3 | 3 | 2 | 9 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 149449 | 9120 | 22035 | 7134 | 2408 | 2 |
| 95 | Swindon | Unitary Authority | Unitary Authority | 209156 | 104618 | 104538 | 88360 | 107747 | 19060 | 39031 | 24098 | 4722 | 1449 | 209156 | 120287 | 1209 | 2597 | 151 | 3538 | 1228 | 1061 | 64780 | 14305 | 2022 | 100931 | 73591 | 25056 | 7556 | 88360 | 40187 | 28500 | 15432 | 3880 | 361 | 189676 | 12431 | 2680 | 4369 | 209156 | 2098 | 9.089644 | 209156 | 23010.36 | 88360 | 207858 | 1298 | 209156 | 177028 | 1852 | 180 | 8838 | 1506 | 568 | 1163 | 989 | 6901 | 1292 | 936 | 954 | 3282 | 1718 | 807 | 336 | 188 | 618 | 0 | 2 | 1 | 2 | 5 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 187898 | 2861 | 13365 | 4226 | 806 | 2 |
| 96 | Telford and Wrekin | Unitary Authority | Unitary Authority | 166641 | 82549 | 84092 | 66608 | 84671 | 13748 | 28700 | 18576 | 4178 | 1406 | 166641 | 102892 | 398 | 872 | 78 | 3019 | 2118 | 692 | 45599 | 10973 | 2372 | 76439 | 57198 | 22609 | 8023 | 66608 | 27793 | 21348 | 13548 | 3673 | 246 | 148697 | 10313 | 2653 | 4978 | 166641 | 1813 | 5.740042 | 166641 | 29031.32 | 66608 | 164440 | 2201 | 166641 | 149096 | 729 | 166 | 4424 | 1423 | 278 | 799 | 483 | 3076 | 2243 | 162 | 647 | 863 | 1023 | 607 | 149 | 86 | 387 | 1 | 3 | 0 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 154415 | 1779 | 6991 | 2983 | 473 | 2 |
| 97 | Thurrock | Unitary Authority | Unitary Authority | 157705 | 77823 | 79882 | 62353 | 79764 | 12527 | 27384 | 17007 | 3973 | 1462 | 157705 | 99891 | 615 | 1178 | 221 | 3164 | 1224 | 456 | 41061 | 9895 | 1628 | 76012 | 54788 | 19389 | 5888 | 62353 | 24074 | 21335 | 13349 | 3283 | 312 | 143099 | 8613 | 2172 | 3821 | 157705 | 1302 | 9.652886 | 157705 | 16337.60 | 62353 | 157072 | 633 | 157705 | 127587 | 1108 | 308 | 6426 | 1056 | 670 | 683 | 690 | 2234 | 534 | 682 | 828 | 1649 | 9742 | 1336 | 1245 | 254 | 673 | 1 | 1 | 0 | 2 | 4 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 135429 | 12323 | 5927 | 3099 | 927 | 2 |
| 98 | Torbay | Unitary Authority | Unitary Authority | 130959 | 63110 | 67849 | 59010 | 66852 | 15063 | 26678 | 13235 | 2926 | 1108 | 130959 | 82924 | 389 | 128 | 109 | 521 | 41 | 702 | 36035 | 10110 | 2267 | 54614 | 45098 | 21355 | 7625 | 59010 | 21315 | 20367 | 13148 | 3627 | 553 | 114852 | 9137 | 2286 | 4684 | 130959 | 1265 | 20.828800 | 130959 | 6287.40 | 59010 | 127908 | 3051 | 130959 | 124162 | 657 | 37 | 2843 | 440 | 195 | 443 | 342 | 403 | 79 | 99 | 261 | 511 | 140 | 73 | 38 | 100 | 136 | 0 | 1 | 1 | 1 | 3 | 0 | 1.085714 | 1.900000 | #DF2020 | (7374.999, 186720.25] | 127699 | 251 | 1353 | 1420 | 236 | 2 |
| 99 | Tower Hamlets | London Borough | London Borough | 254096 | 130906 | 123190 | 101257 | 43589 | 63797 | 32329 | 4450 | 521 | 160 | 254096 | 68808 | 2726 | 4200 | 1283 | 87696 | 821 | 825 | 48648 | 39089 | 4129 | 128468 | 83209 | 27062 | 11228 | 101257 | 33144 | 36199 | 20987 | 9432 | 1495 | 234740 | 10931 | 3510 | 4915 | 254096 | 1497 | 128.532500 | 254096 | 1976.90 | 101257 | 250343 | 3753 | 254096 | 79231 | 3863 | 175 | 31550 | 2837 | 1509 | 2961 | 3053 | 6787 | 2442 | 81377 | 8109 | 5786 | 9495 | 5341 | 3793 | 2573 | 3214 | 0 | 2 | 2 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 114819 | 18629 | 104501 | 10360 | 5787 | 2 |
| 100 | Tyne and Wear | Metropolitan County | Metropolitan County | 1104825 | 540596 | 564229 | 484527 | 436319 | 178193 | 201234 | 86052 | 15094 | 3954 | 1104825 | 718130 | 3333 | 5015 | 3900 | 27654 | 3171 | 2685 | 275116 | 65821 | 19440 | 489994 | 363276 | 166983 | 65132 | 484527 | 189036 | 152664 | 107866 | 32597 | 2364 | 985316 | 68797 | 17733 | 32979 | 1104825 | 7866 | 20.457760 | 1104825 | 54005.18 | 484527 | 1086693 | 18132 | 1104825 | 1010841 | 3927 | 358 | 17555 | 2553 | 1972 | 3782 | 2448 | 9462 | 8403 | 9229 | 9731 | 8482 | 7521 | 570 | 577 | 3926 | 3488 | 2 | 20 | 8 | 19 | 49 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1032681 | 8668 | 45307 | 10755 | 7414 | 1 |
| 101 | Waltham Forest | London Borough | London Borough | 258249 | 128970 | 129279 | 96861 | 76217 | 40583 | 40732 | 12225 | 2582 | 739 | 258249 | 124939 | 1987 | 5917 | 1259 | 56541 | 1209 | 993 | 46462 | 18942 | 3457 | 121652 | 91954 | 31133 | 10053 | 96861 | 33217 | 33920 | 21764 | 7027 | 933 | 236976 | 12887 | 3426 | 4960 | 258249 | 2149 | 66.535010 | 258249 | 3881.40 | 96861 | 256615 | 1634 | 258249 | 92999 | 3959 | 369 | 37472 | 4568 | 2403 | 2602 | 4193 | 9134 | 26347 | 4632 | 2579 | 11697 | 18815 | 18841 | 7135 | 3776 | 6728 | 1 | 2 | 1 | 3 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 134799 | 44791 | 54389 | 13766 | 10504 | 2 |
| 102 | Wandsworth | London Borough | London Borough | 306995 | 148646 | 158349 | 130493 | 89513 | 59143 | 56409 | 12634 | 1798 | 509 | 306995 | 162590 | 2574 | 6496 | 1617 | 24746 | 832 | 1283 | 82740 | 24117 | 2814 | 176198 | 91935 | 27299 | 8749 | 130493 | 65759 | 39677 | 18174 | 6064 | 819 | 287010 | 13132 | 2876 | 3977 | 306995 | 4236 | 89.599830 | 306995 | 3426.29 | 130493 | 301648 | 5347 | 306995 | 163739 | 7664 | 163 | 47650 | 4642 | 2034 | 3887 | 4678 | 8642 | 9718 | 1493 | 3715 | 9770 | 14818 | 12297 | 5641 | 2350 | 4094 | 2 | 3 | 2 | 6 | 13 | 0 | 1.085714 | 1.900000 | #DF2020 | (260508.0, 516599.25] | 219216 | 32756 | 33338 | 15241 | 6444 | 2 |
| 103 | Warrington | Unitary Authority | Unitary Authority | 202228 | 100300 | 101928 | 85140 | 110349 | 16409 | 35587 | 26623 | 5049 | 1472 | 202228 | 144405 | 457 | 1118 | 147 | 2097 | 361 | 513 | 41293 | 11837 | 2359 | 100734 | 66223 | 24446 | 8466 | 85140 | 40205 | 25930 | 14960 | 3755 | 290 | 180385 | 13862 | 2837 | 5144 | 202228 | 2589 | 11.194220 | 202228 | 18065.39 | 85140 | 198828 | 3400 | 202228 | 187968 | 1357 | 66 | 4601 | 654 | 357 | 663 | 470 | 1803 | 1179 | 152 | 849 | 928 | 389 | 214 | 91 | 237 | 250 | 0 | 1 | 3 | 2 | 6 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 193992 | 694 | 4911 | 2144 | 487 | 2 |
| 104 | Warwickshire | Administrative County | Administrative County | 545474 | 269076 | 276398 | 231005 | 319093 | 40619 | 94540 | 72338 | 17087 | 6421 | 545474 | 351891 | 1733 | 5699 | 505 | 5820 | 9434 | 2008 | 131408 | 36976 | 5920 | 258530 | 189851 | 70472 | 20701 | 231005 | 109373 | 73346 | 39454 | 8194 | 638 | 486234 | 39871 | 6917 | 12452 | 545474 | 7829 | 2.761779 | 545474 | 197508.20 | 231005 | 537501 | 7973 | 545474 | 482607 | 5216 | 494 | 17371 | 3090 | 698 | 2606 | 1555 | 16435 | 1728 | 284 | 2349 | 4300 | 2173 | 1733 | 537 | 467 | 1831 | 1 | 6 | 2 | 13 | 22 | 2 | 1.758621 | 7.000000 | #2095DF | (516599.25, 2736460.0] | 505688 | 4443 | 25096 | 7949 | 2298 | 0 |
| 105 | West Midlands | Metropolitan County | Metropolitan County | 2736460 | 1346950 | 1389510 | 1086748 | 1123244 | 341972 | 451747 | 228970 | 48790 | 15269 | 2736460 | 1471780 | 9119 | 59768 | 3060 | 332684 | 116715 | 15181 | 554152 | 174001 | 43274 | 1212508 | 946206 | 394508 | 139964 | 1086748 | 382438 | 356868 | 261039 | 78436 | 7967 | 2443594 | 170134 | 45516 | 77216 | 2736460 | 24671 | 30.349860 | 2736460 | 90163.85 | 1086748 | 2693432 | 43028 | 2736460 | 1806708 | 39183 | 1618 | 71629 | 53234 | 6053 | 21964 | 14953 | 185271 | 200545 | 48727 | 21430 | 59008 | 55557 | 79632 | 28880 | 16029 | 26039 | 5 | 19 | 15 | 57 | 96 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1919138 | 164069 | 514981 | 96204 | 42068 | 1 |
| 106 | West Sussex | Administrative County | Administrative County | 806892 | 390567 | 416325 | 345614 | 464829 | 61657 | 150046 | 100934 | 23709 | 9268 | 806892 | 498367 | 3057 | 7368 | 1434 | 12668 | 1137 | 4121 | 216844 | 61896 | 8063 | 378965 | 286383 | 104836 | 28645 | 345614 | 160244 | 115557 | 56841 | 11785 | 1187 | 722497 | 58321 | 9282 | 16792 | 806892 | 11487 | 4.053729 | 806892 | 199049.30 | 345614 | 791540 | 15352 | 806892 | 717551 | 5979 | 1073 | 31896 | 2886 | 2061 | 4269 | 2939 | 9659 | 5236 | 2346 | 2960 | 8133 | 4569 | 1339 | 1238 | 1081 | 1677 | 2 | 1 | 5 | 22 | 30 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 756499 | 7146 | 28334 | 12155 | 2758 | 0 |
| 107 | West Yorkshire | Metropolitan County | Metropolitan County | 2226058 | 1093264 | 1132794 | 922452 | 976961 | 271399 | 392213 | 208849 | 38218 | 11773 | 2226058 | 1216266 | 5783 | 14921 | 7605 | 252370 | 18123 | 7163 | 557775 | 146052 | 29254 | 1021531 | 768712 | 303823 | 102738 | 922452 | 369515 | 298250 | 190547 | 57998 | 6142 | 2001779 | 140121 | 31342 | 52816 | 2226058 | 21621 | 10.969730 | 2226058 | 202927.30 | 922452 | 2188168 | 37890 | 2226058 | 1746295 | 14910 | 1660 | 56953 | 20827 | 4624 | 15098 | 7577 | 53152 | 189708 | 15632 | 10783 | 22272 | 24685 | 15581 | 6210 | 9212 | 10879 | 6 | 16 | 11 | 40 | 73 | 1 | 2.615385 | 14.230769 | #81DF20 | (516599.25, 2736460.0] | 1819818 | 46476 | 291547 | 48126 | 20091 | 1 |
| 108 | Westminster | London Borough (city) | London Borough (city) | 226771 | 115639 | 111132 | 110157 | 50502 | 69574 | 32969 | 6103 | 1051 | 460 | 226771 | 101221 | 3286 | 4323 | 7403 | 40482 | 514 | 1308 | 47064 | 21170 | 3547 | 122920 | 68181 | 22670 | 9453 | 110157 | 43480 | 38278 | 18840 | 7912 | 1647 | 210317 | 10371 | 2587 | 3496 | 226771 | 3249 | 93.015176 | 226771 | 2438.00 | 110157 | 220395 | 6376 | 226771 | 81577 | 5140 | 79 | 54333 | 1907 | 1964 | 3695 | 4118 | 7429 | 2344 | 6531 | 6180 | 10318 | 9239 | 4495 | 2931 | 15793 | 8698 | 3 | 1 | 3 | 1 | 8 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 141129 | 16665 | 32802 | 11684 | 24491 | 2 |
| 109 | Wiltshire | Administrative County | Administrative County | 470981 | 231754 | 239227 | 194194 | 280840 | 28660 | 80315 | 63879 | 15513 | 5827 | 470981 | 301651 | 1621 | 1308 | 384 | 2074 | 303 | 2417 | 125045 | 36178 | 4106 | 234318 | 160362 | 57221 | 14974 | 194194 | 96645 | 62496 | 28845 | 5720 | 488 | 423373 | 33064 | 5066 | 9478 | 470981 | 9360 | 1.446795 | 470981 | 325534.10 | 194194 | 457954 | 13027 | 470981 | 439725 | 2381 | 757 | 12108 | 1968 | 656 | 1667 | 1277 | 1547 | 215 | 595 | 1210 | 2611 | 1418 | 1151 | 659 | 288 | 748 | 1 | 6 | 1 | 12 | 20 | 2 | 1.758621 | 7.000000 | #2095DF | (260508.0, 516599.25] | 454971 | 3228 | 6178 | 5568 | 1036 | 0 |
| 110 | Worcestershire | Administrative County | Administrative County | 566169 | 278791 | 287378 | 239717 | 341207 | 39855 | 96498 | 76841 | 18970 | 7553 | 566169 | 382240 | 1268 | 1145 | 355 | 7466 | 1413 | 2061 | 131861 | 38360 | 6574 | 263127 | 197450 | 76406 | 22612 | 239717 | 109688 | 77262 | 42677 | 9330 | 760 | 502484 | 42522 | 7445 | 13718 | 566169 | 7715 | 3.252878 | 566169 | 174051.70 | 239717 | 556357 | 9812 | 566169 | 522922 | 3480 | 1165 | 14491 | 3150 | 592 | 2053 | 1250 | 3634 | 4984 | 1316 | 1601 | 2206 | 767 | 1275 | 330 | 236 | 717 | 3 | 1 | 1 | 13 | 18 | 0 | 1.085714 | 1.900000 | #DF2020 | (516599.25, 2736460.0] | 542058 | 2372 | 13741 | 7045 | 953 | 0 |
| 111 | York | Unitary Authority (city) | Unitary Authority (city) | 198051 | 96254 | 101797 | 83552 | 90126 | 21808 | 38999 | 18535 | 3210 | 1000 | 198051 | 117856 | 1016 | 983 | 202 | 2072 | 133 | 747 | 59646 | 15396 | 1819 | 98402 | 67709 | 23752 | 6369 | 83552 | 41409 | 26882 | 12526 | 2524 | 211 | 179827 | 12701 | 1934 | 3589 | 198051 | 2638 | 7.282992 | 198051 | 27193.63 | 83552 | 190392 | 7659 | 198051 | 178613 | 1103 | 269 | 6746 | 529 | 305 | 873 | 706 | 1531 | 417 | 370 | 2449 | 1973 | 903 | 205 | 86 | 498 | 475 | 1 | 2 | 2 | 2 | 7 | 0 | 1.085714 | 1.900000 | #DF2020 | (186720.25, 260508.0] | 186731 | 1194 | 6740 | 2413 | 973 | 2 |